{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Testing the leaf photosynthesis model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add PATH (adapt!)\n",
    "push!(LOAD_PATH, \"/Volumes/cfranken/code/gitHub/LSM-SPAM/src/Leaf/\");\n",
    "push!(LOAD_PATH, \"/Volumes/cfranken/code/gitHub/LSM-SPAM/src/Utils/\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Leaf\n",
    "using MathToolsMod\n",
    "using LeafPhotosynthesis\n",
    "using BenchmarkTools\n",
    "using Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Plots.PyPlotBackend()"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pyplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a leaf structure\n",
    "l = leaf_params{Float32}();\n",
    "l2 = leaf_params{Float32}();\n",
    "# Create a Flux structure\n",
    "f = LeafPhotosynthesis.fluxes{Float32}();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# initialize some reasonable values\n",
    "f.je = 100;\n",
    "f.gbc = 100;\n",
    "f.gbv = 100;\n",
    "f.ceair=1500;\n",
    "f.eair = 1500;\n",
    "f.APAR = 500;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "l.Kn = 2.44\n",
    "LeafPhotosynthesis.LeafPhotosynthesis(f,l,298.0,f.APAR);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BenchmarkTools.Trial: \n",
       "  memory estimate:  5.98 KiB\n",
       "  allocs estimate:  308\n",
       "  --------------\n",
       "  minimum time:     7.882 μs (0.00% GC)\n",
       "  median time:      8.739 μs (0.00% GC)\n",
       "  mean time:        9.457 μs (3.61% GC)\n",
       "  maximum time:     1.236 ms (97.57% GC)\n",
       "  --------------\n",
       "  samples:          10000\n",
       "  evals/sample:     3"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Test speed \n",
    "@benchmark LeafPhotosynthesis.LeafPhotosynthesis(f,l,rand(Float32,1)[1]+300, 1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get some PAR response curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "apar = Float32[]\n",
    "gpp  = Float32[]\n",
    "apar_ = Float32[]\n",
    "gpp_  = Float32[]\n",
    "f.cair = 400\n",
    "l.vcmax25 = 90\n",
    "l.jmax25 = 90*1.9\n",
    "l2.vcmax25 = 50\n",
    "l2.jmax25 = 50*1.9\n",
    "for f.APAR in 0:10:1000\n",
    "    LeafPhotosynthesis.LeafPhotosynthesis(f,l,298.0,f.APAR);\n",
    "    push!(apar, f.APAR)\n",
    "    push!(gpp, f.an)\n",
    "    LeafPhotosynthesis.LeafPhotosynthesis(f,l2,298.0,f.APAR);\n",
    "    push!(apar_, f.APAR)\n",
    "    push!(gpp_, f.an)\n",
    "    #println(f.APAR, \" \", f.ag, \" \", f.an)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(apar, gpp, lw=3, label=\"Vcmax25=90\", ylabel=\"An\", xlabel=\"PAR\")\n",
    "plot!(apar, gpp_, lw=3, label=\"Vcmax25=50\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Test T dependence\n",
    "T_ = Float32[]\n",
    "ag_T_  = Float32[]\n",
    "an_T_  = Float32[]\n",
    "vcmax_T_  = Float32[]\n",
    "electron_co2_T_  = Float32[]\n",
    "gamma_T_  = Float32[]\n",
    "f.APAR = 500\n",
    "for T in 260:1:320\n",
    "    LeafPhotosynthesis.LeafPhotosynthesis(f,l,T,f.APAR);\n",
    "    push!(T_, T)\n",
    "    push!(ag_T_, f.ag)\n",
    "    push!(an_T_, f.an)\n",
    "    push!(vcmax_T_, l.vcmax)\n",
    "    push!(electron_co2_T_, l.CO2_per_electron)\n",
    "    push!(gamma_T_ , l.Γstar)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PcXTwUXc8v6rx0jaV+9erVHub32fGAIUnTzYSF6gjNjasVc+rqSqBmgr8ZfuDX+UHCFSXo1htGCNiMEbGYoiIxhgRiyEyBmNEDIo1rNVDe7E2hedPNTJ3mIGbvwnwVbE+Zfk1eGKLytpSjcW/MBJvk5AlRHuQgCVEL2e0GHRFT92VXqq211GxpZbqHfW6fT3VPra+lE+/SfEMPDsJg6lnlgJYXaxy09eBFutYpUfCM6cYOXtA8P1XtrCfv7wId14O/tJC/GUH8JcfwF9RBL4WElsLFLMVQ2QMlgFDCR87EdsJJ6KYLUd9zJg4hRUzjLy9W+POtQH2NzR5jyUapyzx8+E0ExnRErKEaGsSsIQQOrZYC30nxNF3Qhxl2dXs/N9+Aq4jbknUYP+Kcqp21DP0ihTsfW2dd7BtLKBq/Gmjyl+y1WaHA+0m+P1YA7eNanl4LVBfjSv7K5wbvsRbsK1NjkvzeQhUFOOqKMaVvRLFZids9KmEj5uMNX0MirH5YVtFUbh0sMKMAQqP5KjM36xyZPm0nbVwylI/i880MrFvzwzLQnQWCVhCiBYljI0mMjWc3LcKqcnTd4E4i9zkPLWT1HP6kPzzuG5f1uFAg8ZlXwZYWdT8fLTZgxX+Ot5I/2bqSmleN871y3Fu+BL3jg2gHqNGxk+kuRtwfvcpzu8+xeCIJmzsRMKzJmNJPaHZoUSHWeGhE4Pzs875xK/rzar0wNSPArw8Ea4cIiFLiLYiAUsIcVTWGAsjrxvEga/KKfiwRDchXvNr5C8ponJrLYNm9sXRv3XzkLqaTwtVrvgyQJk7dNvoWHhuQmgPjxYI4N6xAeeGL3Ft/gaX7/hKYSgWG6aEfpgSkjHGJqF5Pah1VQTqqlBrg981z1FqQRyk1lfTsGopDauWYoxJxH7SNBxTZmGwhvYsjolTWDvTxLmf+MmuONzuU+GqFQF21Wr8McvQrUs5CNFVSMASQhyTYlDoNzmB6AwHOxbuw1msDxM1uxrIeXIn8ZlRDJyeRFiitZOO9Pj4VY0HNqg8nBM6JGhU4KGfGbhjtAHTEb1zmqriyvmKmg9fI1BRdMzXMNgjsaaPDoap+OTGUGWIiDlmkFE97sbQ5du/G2f2Sry7trS4f6CqlNplb9Dw3adEX3gTYcPHh+zTz67w1bkmLlse4P29+nf9p40qO2s1Xp5olDsMhfiJpNBoE1JgrWPIee4Y7XGeVZ9KwUclHFhZ3vwOBkgaH8OAXyRhjTY3v08XsL9BY/byAKuKQz8CU+zw9hlGTknS91q5d2yk5v1X8BXuPOpzK2YrtlGnED5uCrZh41CMbfe3rL+6LDjHa+MKfPvyjrpvWObPib7geoxRcSHbAqrGHWtVntkaOpx5WpLSJe8wlM+NjiHnuW1ID5YQ4rgYzAbSZvYl9oQIct8qxFvdZK0WFUrWVFG6vprk0+Lof0YCZnvX+qhZtk/lyhUBypsZEjx3gMK/JhmJPSJceAt3UvP+K3h2bGz5SQ0GrBlZhP9sCmGjJmCwts9wqSk6gYgps4iYMgtfaSGujStxbvwSf2lhyL6unFW4t28gasavsU84G8VweDK80aDw9ClG0iPhlm/1NbMO3WH4+dkmBkZ0rZAlRHchPVhNSHLvGHKeO0Z7n+eAR+XAqnIKl5cRcDc/sdtoM9Bvcjz9JsVjtHZukdKAqnH/BpVHckKP1aTAY+ODdwgeGrrzVxRT+9FrODd82eJzmvunw4gJxJ92FsaImHY79qPRNA3fvjyql/yjxSFEy8BhRF98M5Z+aSHbPtyrcunyQMi6hsOi4etzTbqw2Znkc6NjyHluGxKwmpB/WB1DznPH6Kjz7Gvws//Lcg6sKkf1Nf+RYnYY6Xd6An0nxGG0dPzdai6/xhVfBni3IPT4BjqCQ4InJQaPK1BfQ91nb1G/+gMINL+asikxhagZv8Y26hSqqqq6xL9nTdNwfvcZNUv+geqsC93BYMAx+ZdETrsiZBJ8ToXGjCZ3GEJwuPCzs43YusBi0fK50THkPLcNuSdXCPGTme0mUmf0Ydy9Q+kzIRalmU8WX32AgqXFrH9oBwe+Kkf1tW8pgyOVuzXO+LD5cDVzoEL2L02N4cq5aTUlD19L/crFzYYrQ2Qs0ZfcQtI9LxE2ekKXuuNOURTsJ/2CpHv/QfiJU0N3UFXql/+Pkseuw7t/t25T5sE7DIc3WXJydYnGlSsCqO3zt7gQPZYELCFEm7FGmUm/sB9Z92SQkBXV7D6+Oj+73yti/cM7KPq6AtXfvkFrZ01wPtG3TRZpNinw1MkGFp9pJMaqoLoaqPz3fCpf/UuzvT+KLZzIc66mz+9fwXHKWS0W9+wKjI5oYi+/k/gbH8WU0C9ke6CyhLJn78Sdm61r72dXWHaWieRw/f7/y9e4c03HBWIhegIJWEKINheWYGXoFQPIvCOdmOERze7jrfGza9EBNjySS/GaStSjLDj9Y60pUTllqZ+dtfr2SDN8cpaRW0cZURQFz66tlPz1BpzrPg99EqMZx6QL6PP7V4k881IMlu5Tud6WkUnS3S8SMe1yMOrv6NQ8TsoX3I9z/XJde4pD4ePpJiKa3AD61FaVp7YE2vuQhegxutatPUKIHsXRL4wR16ZSW+Bk7yclIWsbAniqfOx8Zz+FX5SR8otEErOiUdqgBtPifJXLvgzgbpIJUuzw0XQTI2MVNL+X2o8XUrf8v9DMEFjY6FOJmvkbTHF9fvLxdBbFbCHqrCsJz5pM1ZtP6pfvCfipXPhXAjUVOE6/sHG4c3ScwuIzjUz/OID/iNNyxxqV/naFi9Lkb3MhjkX+LxFCtLvI1HBGXjeIUb9NI2qIvdl93BVe8t4sZONfcyndUI2m/vgeree2Bpj1eWi4yoyDNTOD4cpXVEDpk7dS98U7IeFKsYUTc/mdxP769906XB3JnJRCwk2PETbmtJBtNe+/TM27L6Kph0/YGf0MvDJJPwyqAVeuCLCqSIYLhTgWCVhCiA4TlWZn1A1pjLxxEJGDwpvdx1XmJfff+8h+PI/ynJrjClqqpnHHmgA3fxtamX1af4WvZpjoG6ZRt2IxJU/8H74Du0OewzJ4FEl3v4j9xKldagJ7W1DMFmJ/dS+OieeHbKtftZTKfz2M5j1cpf/KIQYePlF/mfAEYOZnAbZVyaR3IY6m2YDldrs5//zzycjIIDMzk+nTp1NQUABAaWkp06dPZ8iQIYwcOZLVq1d35PEKIXqA6HQHo36bxsjrBxExsPmCnM4SD9tf30vOkzup2FrLsSrKeAIal34R4Mktob0r12QovD/NSLivjvIFv6fmvQXgb3KHoNFE1HlzSLjpUUyxST/6vXV1isFA1AXXETXzNyHbXJu/puzF36E2HJ7kP2+MgetP0F8qqjxw1jI/RU4JWUK0pMUerLlz57Jjxw5ycnKYMWMGc+fOBWDevHmcfPLJ5OXl8eqrr3L55Zfj9/s77ICFED2DoihEZzgYffNghl87sMWFohsOuNn2yh42Pb2Lym11zQYtt1/jgs8C/Dc/dNuD4wz8c6IRSvdS+uQtzVZjN/UZSOLtzxJx+kW6auc9laIoREyZRexV86DJMj7e/B8ofeZ2/JUljfs+N8HAuQP0vXl76uHsZX7qvBKyhGhOswHLZrNx9tlnN3aPn3zyyezeHexKf+edd7jpppsAOPHEE0lKSpJeLCHEj6YoCrHDIxlz22BOuGYg4X2bv0uvfp+LH/5RwObndlOdd3iyvNOvcd6nAT7eF1qG4bVJRu7PMuLeto7Sp25rdnFmx+RfknTHc81WOO/pwrMmE3/9Qyg2/XCtv3QfpU/fiq94LwAmg8KbpxsZn6APWTkVMHd14Ji9i0L0Rq2ag/Xss89y7rnnUlFRgaqqJCQkNG5LTU1l7969LT62vr6e2traxi+Px9PivkKI3ktRFOJGRjL2jnSGXTWAsCRrs/vVFTjZ+mI+W17cTcmuBs5ZFuCz/foLvMMMy84ycuUQhbrl/6PiH39E8zh1+xgiY4m/8RGiz5+LYra02/vq6mxDxpB48xMYo+J17WptFeV/v59AXRUAdnNwmHVwpP7xb+3SeCNPApYQTR2zTMPDDz9MXl4eL730Ei6XK2TS57H+cpk0aZLu97vvvpt77rnnRxxqx6iqqursQ+gV5Dx3jO56ng0DIHVOHLU/uCj7qhZvZWj9pZq8BmrydjPN4WBfQjy7bMGer0izxjunOsk0eyj+18sENn0V+vzJaVguuQNnRAzOysqffLzd9Tw3skVhvvqPqP95DK3s8KLRgcoSSl68D+uv7kcxWzEBb52iMHW5nRrf4WvBjV/7GW5rIM3RvkGr25/nbkLO84/TdHmhowas+fPn8+677/L5558THh5OeHiwG7msrKyxF2vPnj0MGDCgxedYuXIlmZmZjb9brVas1ub/Mu0qZA2mjiHnuWN05/McNxFST9Uo3VjN3k9K8FSGLl1zWn09E+rrWR4Zwf+SE/jXOWGMtWlUvPIYgfwfQvYPy5pM7KW3oVja9nOoO59nAGJjUW97irKX7sO3N7exWT2wG+3DfxB79X0oBiOxsfDPiSoXfXE49Db4FW7cGMHX5xkxG9r3zstuf567CTnPP12LQ4RPPvkkb775Jp999hnR0YcXp7rooot4/vnnAVi3bh3FxcWcdlpoXZVDHA4HkZGRjV9dPVwJIboWxaiQdGIM4343lMEXJmOKDP270ABMra3jpR27cSzdzv7Hf4+3mXAVec7VxF55T5uHq57CEB5B/G/+hLHJXZTuzd9Qs+Sfjb9fmGZgzlB9kFpXpvHABqmPJcQhzQaswsJC7rjjDqqrq5kyZQqZmZmcdNJJADz22GN88803DBkyhKuvvpo33ngDk0kKwgsh2pfBqGDOiuXmEWn8LTGR6ubWAtSg/PsAe+uupVI5lwDBXnfFYiPumj8QeealPa62VVszRsQQP/fPKGEOXXv9ysXUr1ra+PvTpxjJaLLc5CM5KisOSMgSAloYIuzfv3+Lc6uSkpL49NNP2/WghBCiqVKXxhkf+tlabWBdXCxLo6O4qKqKyyorsQeaXNQVE7VMpI7xRNvWkzb3F4QNGtw5B94NmfsMIO6a+yl/6T4IHC7DU/3uSxhjkwgbcRIOs8J/ppg4Zakf38HTrwFXrAiw+ZcKsTYJsqJ3k0ruQogur8SpMfkDP1uPmHvrMhr5YmA8A28bQkJaKYrmDXmcptio8pzG5le9HFhVjuqX3pXWsg0ZQ8wlt+obNZXK1x7Guy8PgHEJCg/9TH8Z2d8Av1klpRuEkIAlhOjSKt0aZ37sZ1u1vn2AA1aebaDP2lex73yc/tojRGirQAstfOyr97N7cREbHs2ldEPVT1rnsDexj59KxLTLdW2a10P5P/6Iv6oUgDtGGzgjWd9b9W6Bxss75ByL3k0ClhCiy6r1akxfFmBLk0oKgyLgq7MUYj56mvqViwEwUk+ctpR+2l+JSa6EZkaoPJU+cv9dSPYTO6n84djL7wiInH4F4T87Q9em1lZS/vc/oLoaMCgKr082EtfkvoFbvg2wvVrOr+i9JGAJIbokp19jxicB1pXpL9JpEbBymop90cM4v/ss5HEJs2Yz4s5JjL1jCDHDI5p/7iI3P/xzD1tfzKd+n6tdjr+nUBSFmEtvxZo+WtfuLyqg4l8PoQX8JNsVXpmkv+nA6YfLlvvxBCRkid5JApYQosvxBDQu+DTAqmL9xbm/Hb6Y6sX2nz/i3vKN/kEGA7FX3I3j5+cBYE+2MeLaVEb9No3IQfqlYA6p2dlAzlM72bFwL+7K0DlcIkgxmYm75n5MiSm6ds+OjdS8/woA5w00cEOTRaGzK+D362Xem+idJGAJIboUn6pxyRcBPm2y/E1iGHw+2UnY67/Dk5ejf5DZQtycPxL+s9NDni8qzc6o36ZxwpyBhPdpvv5V2cYaNjySS/7SInwNsnh9cwzhEcRf92cMjmhde/2Kd3EfXEB7/skGhus3M3+zyuf7JWSJ3kcClhCiywioGlevCLBkjz5cxVjh81OriHrtLl2VcQDFFk7C9Q8RNuKkFp9XURTiRkQy9s4hDJndH2u0OWQfLaCxf0U56x/eQeGXZag+CQVNmeL6EP+bP4FJf/4q//XL5xsAACAASURBVD2fQEMt4SaFN083YWlyZbluVQCXX4YKRe8iAUsI0SVomsb1qwP8Z5f+Qhxhhs9PKSP+9Tvxl+gXljc4oki46TGsg0e16jUUQ7AqfNa8DFJn9MFoC/0IDLhUCt4vljsOW2AZOJSoc+fo2tTaSqrefhpN0xgdp/DXk/TndXcdPJwjgVX0LhKwhBCdTtM0bluj8s8mt/aHGeGTk8ro+595BA6WBTjEGJ1Aws1PYEkZctyvZ7QY6H96Aj+7dyjJE+NQjKG3HHqqgnccbnpmF7X5Dcf9Gj2ZY+JMrMN+pmtzb/4G55plAPzfCAOnJunP6WObVHbIXYWiF5GAJYTodH/YoPLMVn0Ph8UAH55UTuo7oeHKlJhCwi1PYk7s/5Ne1+wwkXZ+Mln3DCE+M6rZfer3udj83G62v7YXd4VMhIfgkGvsZbdjsOvPWfXil/CVFmJQFF48zciRudWnwo1fSwFS0XtIwBJCdKonNgf4S7Y+XBkVeO9n5Qz73z0h4cqcnEbCzY9jiklos2MIi7cy7KoBjLllMJFp9mb3Kd9Uw4ZHcyn4oBi/O9Bmr91dGSNjiZmtr/SueT1UvvEYWsDPqFiF20fpLzHLD2i8uUsClugdJGAJITrNa7kqd67VhysFeCernMz3mgtXg4i/8RGMTe5kaysRA8MZddMgTrhmIGEJlpDtWkCjcHkZGx7eQdE3FWi9vMZT2MhTsE84R9fm25dH7bKFAPwhy0BKk7x6+5oA1Z7efd5E7yABSwjRKd7fozLnq9CeoNczyznlg9BhwWC4ehSjo/mhvLaiKApxIyMZe9cQBp3fF1OYMWQfX32AXf87QPYTeVTtqGvX4+nqos7/DaYmQ7V1n7+NZ9cWHGaFZyfoz1+JC+6T2liiF5CAJYTocKuKVC7+IkDTDqDnR5RzxsfzCFSW6NrNfVM7JFwdyWAy0G9iPOPuzSD553EozXxaOos9fL+ggL1vV+Aq83TYsXUlBouN2CvvAaPpcKOmUfnGX1Gd9cwcqDBjgH7C+4s/qKwrk5AlejYJWEKIDrW5QuPcTwM0ncb058HlXPDF75oPVzc91qHhSvf6dhNpFyQz9u4MYkc0v/ROfZ6bjX/N67XzsywpQ4g6+1e6tkB1GVX/fQ6A5yYYObIjUANuWK0SkBIYogeTgCWE6DC7azWmfeynpsnNeLf2L2PO6t8RqCjWtQfDVcf2XLUkPNHK8DmpjLx+EOF9bSHbD83P2vhoLiXrel/9LMeUWViHjNG1ubJX4tywnNQIhT9k6S83G8o1XtwmvVii55KAJYToECVOjV987Ke4ydrKVyVWcPe6ewlU6sOVqTFctc+E9h8rOsPB2DvSSb+4H2ZH6Pwsb62fvDcL2fzsLur2ODvhCDuHYjAQc9mdKGEOXXv1f5/HX1HM7aNCl9G5b51KkbN3BVHRe0jAEkK0uxqvxvRlfnbV6ttnxFTzyNb7mg1XCTd2vXB1iGJQ6HNyLON+N5TkSfHNfpLW7XWx6Zld5L5ZiLfW1/EH2QlMMQnEXHKzrk3zOKl6+xnMBnjhNH0grfXBHWt635Cq6B0kYAkh2pXbrzHz0wA5Ffr2UyPqWLDzftSy/bp2U5+BwXAV0TXD1ZFMYUbSZvZl8NxEYoY5mt2ndF0VGx7JZf/KctReUNYhPHMi4ePP1LV5crNxZX/FpL4Grhqin/D+5i6NzwplqFD0PBKwhBDtxq9qzF4eYGWRPliMDHPyVuEDqMUFunZTYgoJNz3WLcLVkazxZob/JpXhcwZiiw+tnxXwqOQvKSLniTxqdtZ3whF2rOhf3oAxOl7XVv3eAlR3A4+fZCTGqt//pq8DuGUxaNHDSMASQrQLTdOYuyrAe3v0F86BFjcflj4Ihbm6dmNcXxJufKTbhatDFEUhdkQkWXcPCS4kbQ39eHUWe9jyQj47Fu7FU9Nzhw0NtnCiLrhe16bWVlL70eskhik8eqJ+qDCvFuZvll4s0bNIwBJCtDlN07hrrcqrufpwFW/0srzmYQx7v9e1G6Pjg+GqSa9Hd2QwBReSHve7DBJPbD4slm2sYeOjuRSuKOuxw4Zho0/FdsKJurb6Ve/jLdzJtcMUTk5sshj0ZpUSmfAuehAJWEKINvfoJpUntuh7JOwGP6udj2PZna1rN0TEEH/jo5ji+nTkIbY7S6SZjNkpjP6/NOz9Qss6BDwqBUuLyZmfR3UPHDZUFIXoWTeC+YghU02l+r9/Q9E0XjzNyJERq94HD2ZLL5boOSRgCSHa1IJtAe5dp79Qmgnwrecp7DvX6NoN4REk3PAw5iZLrfQkkYPsZN6WzuBZyRjDmhk2LPGw9YV8tr+xt8fdbWiK70vk1Et0bd4922n49mMy4xR+laHvxVqwTWVHtfRiiZ5BApYQos28s0vlhtVNFm/WVL4OPE9M7lf6dls48dc/hDl5UEceYqdQDAp9T41j3LyhJI2PaXaf8uwaNjyay4FV5T2qSGnEGRdhSuina6v58FUCddU8OM6I7YjpWAEN7l0nZRtEzyABSwjRJj7Zp3LFigC6aKBpLOef9N3+mW5fxWIlfu6DWAZkdOgxdjZLhIkhl/Zn9M0tDBu6VXYvLmLT07uo29czipQqJgvRF96ka9Oc9dQs/ScpDoVbR+ovQ+8WaHxTIkOFovuTgCWE+Mm+KVH55ecBfEdeFzWND5TXSP/hff3ORjNxc/6INW1khx5jVxKZevRhw/pCF5ue3sWudw/gd3X/Hh3b0CzCxk7StTnXfY5n1xbmZRqIa1K24a61KprWc3rxRO8kAUsI8ZNsqdQ4Z1kAp1/f/iZvM+b7RfpGg5G4X9+HbWhWxx1gF3Vo2PBnvxva/N2GGhStrmDDo7mUZVd3+8ARff5cFFu4rq3qv88RaQxwf5N1Cr8p0XivoHu/XyEkYAkhfrTdtRq/+MhPdZPFmxeoizjth3/rGxUDsVfcTdjIkzvuALsBs8NExuwURt04iLAka8h2X52fHW/s4/sFBbjKPJ1whG3DGBVH1Nm/0rX5i/dSv2IxN5xgIC1Cv/+8dQF8PWgumuh9JGAJIX6UXbUaZ34Uunjz44H3OXvbv0L2j5l9G+FZk0LaRVBUenAR6YFnJ2EwKSHbq3Pr2fh4Hns/K0X1d885SvbTZmDuP1jXVvvJQgw1pTzcpPhobg28vL17vk8hQAKWEOJHWFmkMv49P7vr9O1/8H/Cpdv/HrJ/9EX/h73J+nQilMFkIGVqIln3ZBBzQkTIds2vsffjEnKe3EltQUMnHOFPoxiMxFx0MyiHA6Tm9VC9eAEXpSmcmKAPln/cqFLnlV4s0T1JwBJCHJd/bleZ+mGAyiajVbf4v+Q3uc+H7B91/nU4Tj2ng46uZ7DFWRh+7UCGXT0AS5QpZLuz2MPm53aza9H+bjcJ3jJwKPZTzta1ubd8g+eH7/jreP0lqdRFSMFaIboLCVhCiFYJqBq3fRvgN6sCNF2X9/rAau7MfRqaTMSOPOdqIiZf0IFH2XMoikL86Ciy7skgeVIcNB011KDo60o2PpZLxZaaTjnGHytqxtUYHFG6tpr3/s6kJJVzUvRvdP5mlSJZQkd0QxKwhBDHVOPVmPFJgKe3hvYm/M76HfflzgdNvy3iF5cReealHXWIPZbJZiRtZjKZt6Y3WzvLW+tn26t72fbqHjzV3aMSvCE8gqjzfqNr85ftp+HbZTw63ojhiIzV4Ic/bZBeLNH9SMASQhzVrlqNU5b4WVYY2ovwXEION256BFT9MJVjyiwiz7qyow6xV3CkhJF5azqp5/XBYAmdBF+xpZaNj+VS9HVFt6gEH/6z0zE3KTRbu2whw8Nd/LrJEjr/3KGyrarrvychjiQBSwjRokOT2bdV69vNBvgoeRXnf/1nCOgLYNlPO5eo865FUUJDgPhpFKNC/8kJZN2VQfRQR8j2gEdl16IDbHl+N87Srl3SQTEYiD7vWl2bWl9N3fL/8adxRsKaLKHzO1lCR3QzErCEEM16uYXJ7H2sAXJsLzPqs7+CT18AK/zkaUT/8gYJV+3MFmdhxNxUMi5PwewwhmyvzXeSPT+PfZ+Xoga6bs+PNX00thEn6drqVyyij7+S20fpL09L9mh8Wx76XoXoqiRgCSFCvLNL5dpmJrOf5qhmbdUfiFz3XshjwsZNIebim1EM8rHSERRFIXFcNFn3ZJDYzALSml9jz0clbHp6J/WFrmaeoWuIOvcaUA7/m9G8Hmo/foO7xxiIbzLl7M9bLd2+or3oPeSTUAihU+zUuOHr0OGY30bm8db22zDkbw7ZZp9wNrGX3YlikB6Gjma2m8i4tD8jbxiELc4Ssr1hv5ucp3dS8EExAW/Xmyxu7jMQ+8nTdG0Naz8lrGIPf2yyhM7aChOf75eAJboHCVhCiEaapjF3Veiw4Kv2z7ln3T1oNeX6DUYzMZfeGuy5Mkq46kzRQxyMvWsIyZPiQ0s6qFC4vIycJ/Ko2d31CpRGTr8CxXLEMkGaSs0HrzJ3mIGBTaaa/XGDLAQtugcJWEKIRq/naby/9/DFy6z6eLv+BaZ+9wz49SUAjNHxJN48H/vJ0zv6MEULjBYDaTP7MubmwYT3CV3X0FXmZcvfggVKA56uM2ncGBWHY8qFujb392tRd2/mvrH64P5tqcanzdzRKkRXIwFLCAHAvnqNm785fNFN8lWweO+9TNjzcci+lsGjSLzjb1gGDu3IQxStFDEwnMzb0xkwLRHFGHrDQdHXlWx8PI/qvPpOOLrmRUyZhcERrWurWfpPfpWukdq0F2uj9GKJrk8ClhACTdO49qsAtQc7qVK8xXy4+3bGNGwP2dcx6QISbnwEY0R0yDbRdRhMBgZMSyLz9nQcA8JCtnsqfWx9MZ+d/9uP3935vVkGW3hI7TTfvjz8m1fx+ya9WGtLtWbrsgnRlUjAEkLw9+0qnx6cPGzUAjxb+ARJ/krdPorZSuyV9xB9wXUoxtD18UTXZO9rY8zNgxl0Xh8M5tDerOJvKsl+PI/q3M7vzbKfPA1TYn9dW80Hr3Jlmo+0Jmtfy1ws0dVJwBKil8uv1bhjzeG7y24oX8TPXPqeK2NcHxJufYrwcVM6+vBEG1AMCv0mJzD2riFEptlDtnuqfGx9KZ+d/+3c3izFaCJqxjW6tkBlCZ5vPuT+LH0v1royjY/2ScASXZcELCF6MVXT+PVXARoOFmMf4drF7aX/0e1jjO9L4u3PYumX1glHKNpSWLyVUTcOIu2Cvs0ut1P8bbA3q2pHXSccXZBt1ClY0kbo2mo//Q+XJdeTZteXmZBeLNGVScASohf72/cqK4uCFyib6uGZ/U9g5ogeDMVA7OV3YbRHdtIRiramGBSSfx5P1l0ZRA1uvjfr+wUF5L1T2Cm9WYqiENVkCR3NWY9z+TvccYK+fsiGcv1dr0J0JRKwhOilcqs15n13uEfgnpLXGerZp9snYurFWAcN7+hDEx3AFmdh5A2DGDwrGYMl9FJQsqYqODerE+40tKaeQNiY03Rt9V8tYVZEEUOaZP0HNgSkF0t0SRKwhOiFAqrG1SsDuA52UJxav4lrK5fq9jH3Tydy2uWdcHSioygGhb6nxpF11xCi0luYm/ViPrvePdDhVeCjZlwDR64M4PehrlrEH5rMxcquCK5TKERXIwFLiF7oiS0q35YGL0qRgXqe3P+0fgezhdgr7kIxmTvh6ERHs8VZGHn9IAZfmIzRGnpZKFpdQfYTedTmd1wVeFNCMo5Tz9G1BTav4qKI/QyN0u/7wIYAqvRiiS5GApYQvcz3lRr3rz/cG/HnogUk+/VL4ETNuAZzn4EdfWiiEykGhb4T4hh715Bm52a5y7xs/ttuCj4oRvV3TG9WxLTLUCxHrPisadR/9h/+2KQXa1MlvFcgAUt0LRKwhOhFvAGNK1f4OTTaM6NmFb+sWaHbx5qRiePn53X8wYkuwRYbnJuVdn5fDKYmdxpqB9c0fHIn9YWudj8WoyMax8SZujbXxhVcEL6XE5rUuX1go/Riia5FApYQvcifs1WyK4I/9/FV8EjRC7rtSpiDmMvuQDHIR0NvphgUkifGk3nnECIGhlaBdxZ72PT0TvZ+UoIaaN9Q45gyC8UafrhB02j4NLQXa0slLMqXgCW6DvkUFaKXWFOi8nDOwa4rTWP+/meIDujvEIu58CZM0QmdcHSiKwpPtDL6t4MZeE5SyJqGmgp7Pyll87O7cJa42+0YjPZIHJMv0LW5cr7ifFsBI2L0+/5JerFEFyIBS4heoMGncdWKAOrBa8+vKj9iUkO2bp+wsZOkUrsIoRgVUs5IJPO2dOz9bCHb6/e5yHliJwdWlaOp7RNuIiZdgGLTzwur/+TfIb1Y31fBf3dLwBJdgwQsIXqBu79TyasN/pzmKeS+kld02w1RccRc+NtOODLRXdiTbYy5ZTApZyaGXDlUv8buxUV8//cCPNW+Nn9tQ7iDiCm/1LW5Nn/NeeZdjIrV7/vnbOnFEl2DBCwherhP9qm88ENwaNCs+niucD5hmle3T+xld2CwRzT3cCEaGUwGBp6VxJibBxOWaA3ZXp1bz8bHcynbWN3mr+2YdD406cWqW7aQB5rpxVoqdbFEFyABS4gerMoL13x1eLmT28v+w2j3Lt0+jp+fh21oVkcfmujGIgaEk3l7On1PiwvZFnCp7Fi4j+2v78V3aJHLNmCw2TFPmKFrc3+/lrMNuSFzsR7KljUKReeTgCVED3ZPjo0DzuDPJzds4cbyRbrtpqQBRJ57TSccmejujBYDg3+ZzIjrUrFEmUK2l+fUBBeO3tZ2C0ebxk/DYNdXGa1f9m/uzdT3Yq0v1/hsvwQs0bkkYAnRQ729S2XRvmAl9shAPU/vfxIDR1x0jCZir7wHgyV04rIQrRUzNIKsuzJIyIoK2eat9fP9PwrabKkdxWIj4oyLdG3ubes437CdwU3WKHwou2OX9hGiKQlYQvRABxo0bvj68NDgQ0Uv0s/XpFr7Ob/C0n9wRx+a6IFM4UaGXjGAoVemYAozhmwvWl1BzlNtU5zUftoMDBH6McGGZW8wb4z+db8q1lhdLCFLdJ5mA9bNN99MamoqiqKwdevWxvbJkyeTlpZGZmYmmZmZPPXUUx12oEKI1tE0jWu+ClDlCf5+fvUKzq/5SrePdcgYHJNndcLRiZ4sYWw0Y+8aQvRQR8g2V4mHTc/sovCLsp9UzsFgsRFxxsW6Nk9uNpcattK/yQo/0oslOlOzAevCCy9k9erVDBwYuhbZs88+S05ODjk5Odx2223tfoBCiOPz0jaVTwqDF7D+3hIeKnpRtz1Yrf1OqdYu2oU12syIuamk/TI5ZKkdLaBR8GExW17Ix13pbeEZjs0x4WwMUfoJ9q5PF3LXaP2/6WWFGhvKZC6W6ByhMxOBiRMntvsL19TUUFBQQCAQOPbOHaimpoaoqNC5BKJtyXluH3vrNG7/MgB+UAhwy4G/scddrNsncsaFlOTvg/x9nXSUPU9H/3s2Go2kpqZ22f+HFEUh+bQ4oofY2fHvfTQU6iu91+5uIHt+HoNnJZM4LqaFZznK81usRE69hOpFh5d68uzczK+mbuEvthGUHfFyD+cEWHRms5c6IdqVoh3lXtbU1FQ++OADRo4cCQSHCEtKSjCZTAwfPpxHHnmEtLS0Zh+7ceNGxo0bx8qVK8nMzGxst1qtrFy5kpkzZ+J2t9/yCkII0ZPZbDaWLFnCL37xi84+lKNS/Sp7PymlcHkZNHO1SRgbxeBZ/TCFh87daqqyspLY2GBlUc3vpfgv1xCoPjy30DJoOK9M/Cu/W69/oe8vNDE8psnC1aJFR55n8eMdV6x/4403SElJQdM0nn/+eWbMmMEPP/xw1MdMmjRJ9/stt9zCggULmDJlCn/4wx+wWCzHf9RCCNGLeb1eHnzwQWbOnMm2bduIjIw89oM6UeQpFgb2i+fAkip8NfpRi7LsGqp21tNvZgz21NDipUeqqqrS/W44dSaBD19u/N2b/wOzx6/mUfMEanyHA9UD37l46UT5g761mp5n0TpNQ+lx9WA1ZbPZ2L9/P3FxocXmWurB2rFjB+PHj+fbb7/l5JNP/rHvQwgherU1a9ZwyimnkJOTw5gxYzr7cFrF7wqwe/EBStc3U+ldgf5TEhgwPRGDqfn5gU17VjS/j+KH5hCoKm1ss6SewN9OfZw/5xy+tBkV2HGxicGR0ovVGtKD1TZaPcvV7/dTUlLS+PuiRYtISkpqNlwdyeFwEBkZ2fhlNAa7gaXnSgghfrxDn6FdbR7r0ZjCjGRclsLQq5op56BB4fIyNj+7G1epp1XPp5jMRE67TNfmLdjGb8M2Yz9ifCagwWObus95Ej1DswHrpptuon///hQWFjJ16lTS09PxeDycc845jBo1ijFjxvDCCy+wdOnSjj7edlNXV4fD4eDaa6/9yc/ldruJjY3VlbgAKC0txW6364JqR1u+fDknnXQSw4cPZ+TIkdx3332NS0oUFBRgMpkay3BkZmaya9euYzyj3rp16zj11FMZPXo0mZmZLF++vHGb0+lk9uzZpKenk5GRwbvvvtuq53zggQdITEwkMzOT4cOHc8kll+i6sDVNIzU1lalTp+oed+T7GTNmDGPGjOHDDz88rvdzrHOydu1aMjMzycjI4IwzzqCoqKhxW15eHhMmTCAjI4Px48cfczhdiN4iITNYziFqiD1kW32hi+wn8yheU9mq5W7CT5yKMTZJ16aseIvrT9Bf3v6Vq1FYL3cUio7TbMB6/vnnKSwsxO/3U1xczM6dO7Hb7axfv54tW7awadMmvvjii5/ULa1qUObSOuSrNSurv/XWW2RlZbFo0SLq6+t/9PuC4NDpZZddxquvvqprf/3115k2bRpJSUktPLL9xcTE8Oabb/LDDz+wfv16Vq5cyZtvvtm4PTo6urEMR05ODoMHt74QpaZpXHDBBfzlL39h8+bNvPXWW/zqV7/C5QoWF5w/fz5Wq5WdO3fyySefcOONN7Z6rP+qq64iJyeHLVu2EAgE+Mtf/tK47fPPPycqKoqcnBzy8/N1jzv0fjZt2sQjjzzC7Nmzj/sv/pbOiaZpXH755Tz99NPk5uZy1llncfvttzc+7rrrrmPu3Lnk5uZy9913M2fOnON6XSF6Mmu0mZHXDSL13D4oRv3QnerV2PnOfrb/69jrGSpGU2hdrJ2buT3yB6xHdJL5VJi/RepiiY7TaYVwavxGEhf6O+SrohVzG19++WXuuecefv7zn/POO+80tnu9XubOnUtGRgannnoqN954IxdeeCEABw4c0M0vO9KcOXNYuHAhPp+vse3VV19tvMjW1NRw7bXXNvYIXnNNcD24Bx54gNmzZzNjxgzS09O5+OKLyc7O5vTTTyctLU13AX/yySc58cQTGTt2LOPHj2ft2rUAbN++nf79+7N7924AHn/8cc4++2w0TWPs2LGNd37abDYyMzMb9/upKioqqKysZMqUKQAMGzaM6OhoPv74YwDefvttbrrpJgAGDRrExIkTWbJkyXG9htFo5PTTT2fHjh2NbS+//DJz585tNtQeacqUKdTV1VFZWXm8b61Z69evx2q1MnnyZCAYqN577z18Ph+lpaVs3LiRK664AoBZs2aRn59PQUFBm7y2ED2BYlDoPyWBMbcMJiwxdIJ7xZZash/Pozr36H/02k86E2NUvK7NvPJN5gzVX+L+vk2l1CW9WKJjSKVB4Pvvv2ffvn1Mnz6dOXPm8PLLh+9KWbBgAXv37uWHH37giy++YOPGjY3bkpOTycnJafY5x44dS79+/RqHpNasWUN1dTXTp08H4NZbbyUsLIxNmzaxadMmHnvsscbHrl+/nn//+9/s2LGDHTt2MG/ePD7++GO2bNnCwoULyc3NBeDKK69k3bp1ZGdn8+yzzzaGt2HDhvH4449z8cUXs2LFCl544QVef/11FEX/V2JxcTH/+9//OPvssxvbamtrOfHEE8nKyuLBBx/U9fZMmDBBN1R25FcgECA+Pp6kpCQWLQouKLx27Vpyc3MbQ8XevXt1xWtTU1PZu3dvK/8rBblcLpYsWcK4ceOA4GTMZcuWcdlllzFnzhxeffVVVLX5v1L/+9//cvrpp5OQkAAEe75aej/33XffMc9J0/cTERFBREQERUVF7Nu3j+TkZEym4EQQRVEYMGDAcb9fIXoDR/8wMm9Pp8+E0InV3lo/W1/KJ39pEaq/+XCkmCw4Tr9Q1+bZsZG7Y/M4stapKwBPb5VeLNExpPoawR6Qq666CqPRyDnnnMP111/Ptm3bOOGEE/jyyy+58sorMZlMmEwmZs+ezapVq1r1vHPmzOGVV17h/PPP55VXXuHqq69unOT/wQcfsGHDBgwHq2kfuugDTJs2rbGA4OjRoxkzZgxWqxWr1crQoUPZvXs3GRkZZGdn89BDD1FRUYHJZOKHH37A6/VisViYPXs2X375JdOmTeOLL74gPl7/111tbS3nnnsud999N1lZWQD07duXwsJCEhMTqays5JJLLuGJJ57g7rvvBuCbb7455ntesmQJ99xzDw899BCjRo3itNNOw2w2N24/MuS1Zn7FIa+//jpffPEFECz9MW/ePAAWLlzIWWedRUxMDDExMSQlJfHpp582Btnq6moyMzOprKykvLxcNyds6tSpLQbkQ451TpqG1iPf09G2CSH0jBYD6Rf2I2ZYBHlvF+Jv0A/l719Rjm27mfCrHYQ309vlOOUs6j5/G7Xu8LQD++o3uSLjfv6Ve/j/vee/V7l7tIFoq9xRKNpXr+/B8vl8LFy4kNdff53U1FTS09NxOp288sorQPCi2PRC2VqXX345K1asID8/n3feeYdf//rXrXqczWZr/NloNIb87vf78Xq9zJo1iyeffJKtW7fy1VdfoWkaXm9w+Qm/38/WrVuJjY1l//79uuevq6tj+vTpnHfeebohR6vVSmJiIhCsI+N58QAAIABJREFU53HNNdfowuSxerAgGAg//vhjNm7cyGuvvcaBAwcYPnw4AAMGDNANke3Zs4cBAwa06pxcddVVZGdnk52dzdNPP01YWBgAr7zyCl9++SWpqamkpqaSn5+v64E8NH9qz549zJs3j0svvbSxwG1rerCOdk6avp+6ujrq6uro27cvKSkpjfMYIfjvaN++fa1+v0L0VnEjI8lqYT1Dd7GPnBYmwCsWKxFT9Otrur9fy72JBRz5CV7rg799L71Yov11Wg9WlClA6RUd8/Jxtpa3LVmyhLS0NNasWdPYtnXrVs444wwefvhhpkyZwsKFC7n44ovx+/28/fbbJCcnA7B//37OOOMMtm/f3uxzR0dHc+6553LxxRczduxY0tPTG7edd955PP744zzzzDMYDAbKysp0vVjH4na78fl8pKSkAPDcc8/pts+bN4+hQ4fy2muvMWXKFMaNG0d6ejr19fVMnz6dadOmcf/99+seU1paSkxMDGazGY/Hw7vvvsvYsWMbt7emB6u4uJg+ffoA8I9//AO73c7pp58OwEUXXcTzzz/Pv/71L/Lz81m5ciUvvfQSAIsXL2bx4sW8/vrrrT4H69evp6ysjAMHDjT2BFZWVjJw4EDKysp0+yqKwv3338/SpUt58cUXue2221rVg3W0czJu3DjcbjcrVqxg8uTJLFiwgPPPPx+z2UxiYiJjx45l4cKFXH311SxatKgxBAohjs4SaWbEb1I5sKqCgg+K0QKHw9ShCfBV2+tIv6gf5iPqMdhPPYe6L95BbahtbItd8xYXpc3jnd2Hn+OZ71VuH20g3CS9WKL9dFoPlkGBhDClQ74MR+mBevnll7n88st1bSNHjiQ5OZn333+f66+/nr59+zJixAjOOeccsrKyGofvDhw40DjHpiVz5sxh/fr1jZPYD3nqqadwOp2MHDmSzMxM7r333uM6f5GRkTz44IOMHz+eiRMnYrUe7jL/4IMPWLZsGc8//zxDhgxh/vz5XHTRRbjdbp555hm+++47Fi9e3Nhb89BDDwGwevVqxo4dy5gxY8jKyqJPnz66uUitsWDBAjIyMhgyZAjvv/8+ixcvbuwBvOuuu3C5XKSnpzNt2jSef/75xmJ2O3fuPO5q1C+//DKXXnppY7iCYC/T1KlTeeONN0L2VxSFJ554gsceewyn09mq1zjaOTEYDCxc+P/snWdYVNfWgN9h6E1EBCkC0kWagAUrETRYo8YaS1SMQRK9UWPJvZpq7CYxxnx6ryCJFStGY0ksxGsvCCgoAgpYUDrS28z3g8vRYUDAWJPzPg+Pzl777MZwzjprr73WJv7xj3/g4ODAr7/+ysqVKxXWomY9lixZomBZExEReTISFQnmPY1w/8gWLZM6HOBjH3J5ZRL5SY8c4FU0tNDtOUShXknMSRaY3VEoyyqFkOuiFUvk+fLESO5/hppI7pcuXRJ8fJ5U/ipTUFCAnp4eZWVlDBo0iOHDhzN58mS++eYbjI2NhZNiIk/P22+/zcqVK0ULj4hII3kd76VPS1W5jFu/pHP/dB0ngCXQ2r8lrfuYoCKVICspIv2L8chLi4QqWl5vML7lLA7cfvS4s9SFpJGqqKmIVqzaiJHcnw1/ex+sxuDv7y8Eq7S3t2fChAkAzJw5U1SunhE1W2giIiIitalxgLcYbqicFFoOt3/P5MrqZEqzy1HR0kG3x1sKVUqi/mB+63SFsrRC2JIkHjwReX6IpwgbQU18KRERERGRl4e+oxambY25sfU2+YlFCrKCtBIur0jEdpgZRj2HUPjHHuRl1UGOkctwjNlBV5PpnHrwSKlaGlPFOPsnu5GIiDwtogVLREREROS1QYgAP6AVklpPsKoyGTc23yFxbx5anRWtWMUXj/JpG8XDL9fy4JdU0Yol8nwQFSwRERERkdcKiYoEi14tcZtui6aRupI882IeyVc7Uq5q86hQVoV3/A5ca7kWLY6WiTHqRJ4LooIlIiIiIvJaomepTftZdhh3aK4kK8ut4p78ffJ4A/n/ImEVn/+dT20V85+ez5QTmS4qWCLPHlHBEhERERF5bZFqSHEYbYHjuNZINWs90uQq5Kn044HkPSrRh6oKeiXvoo2eYrXF0WLIBpFnj6hgiYiIiIi89rRsb0D7j+3Rs9ZWkpVK7LknmUkxzhSfPch8uzwF+e935VzKFK1YIs8WUcH6HwUFBejq6jJ58uRn0p6zszP79+9XKCsvL6dly5Zcvnz5mfTxNFy5coUePXrg5OSEq6srU6ZMoaysTJBLJBLc3NyEIKSNzbtYQ2JiIr1798bd3Z127doRHh4uyGQyGdOmTcPW1hY7Ozt+/PHHRrUZFhaGgYEBHh4euLi40LdvX6WkyT169MDe3l45fcb/5uPu7o6zszMbNmxo0nweb6OuNUlMTKRLly44ODjQsWNH4uPjBVlGRgYBAQHY29vj4uLCyZMnm9y3iIhI49E0VMftAxta9zaGWgcDZRIdMlQmkl3Zn4EpezHRUpQviVHMfSgi8md5eQqWXEZVYd4L+ZHLGjb/btu2DU9PT3bt2kVhYWGD9Rti0qRJSg/zX375BQsLC4X0My8aTU1NfvjhB65fv050dDT5+fkK0cehOiVOdHQ00dHRdO/evUntT5gwgTFjxhATE8OxY8eYPXu2kAtx06ZNxMfHc+PGDc6fP8+yZcvqTTNUm5q0NlevXsXJyYkZM2YIssTERBITE1FTU+PEiRNK154+fZqYmBjCw8MJCgoiPT1dqU5D1Lcm77//PlOmTOHGjRvMmTOHwMBAQTZv3jw6d+5MYmIiGzZsYMyYMUJuQhERkeeDRCrBqq8JrsE2qBuoKckLJF24edqaz1oq+mLtuiXnRp5oxRJ5dry0OFiSsmLS5496IX2ZLtyGVNfgiXVCQkJYsGAB69atY/v27UJqm7CwMLZu3YqhoSFXr15FQ0OD7du3Y2NTfTrFw8ODAwcOCPkJaxg/fjyff/65Qo7B0NBQwUJWXl7Ov/71Lw4dOoSKigqmpqYcOnSIsLAwtmzZgqGhIdHR0ZiZmbF69WrmzJlDYmIinp6ebNmyBRUVFbZs2cKqVasoLy9HLpezaNEi+vXrR0ZGBh07dmTbtm107tyZnTt38vXXX3PmzBns7e2FMUqlUjp06NBoJacxxMTE0K9fPwBMTExwd3cnPDycmTNnCgqOVCrF0NCQESNGsG3bNj7//PMm9dG7d2/mzJkjfA4JCWHs2LGYmpoSEhJCz54967zO1dUVAwMD7ty5g6mp6VPPsYaMjAyioqL47bffgOpo9B9++CEpKSlYW1uzfft2bt26BUCHDh0wMTHh5MmT+Pr6/um+RUREnkwzWx3az7Ijaftdsq88VJBVYILb7+mMbgVb9Q1AIkEOLIutYn0PMTykyLNB/CYBcXFx3L59m4CAACorK1m2bJlC7sBz584RExODlZUV8+bNY+nSpaxbtw6g3mTBxsbG9OnTh82bN/PRRx9x7949Tpw4webNmwFYvHgxycnJXLx4EQ0NDYXkxBcuXODKlStYWFgwYMAA3nnnHU6cOIGOjg6enp4cOXKEPn368OabbzJ69GgkEgkpKSl06dKF1NRUjI2N2bhxI2PGjGHbtm3MmDGDY8eOoampmPW6qKiI9evXs3TpUoVyX19fKioq8PPz46uvvkJHRweAYcOGkZSUVOd89+3bR+vWrenQoQObNm1i5syZJCcnc/r0adq0aQNAWloaVlZWwjXW1tZcvHixUb+jGqqqqtixYwdeXl4AVFZW8vPPP3P06FGMjIz48ssvyc/PF/JFPs4ff/yBkZER7u7uAMTHx/POO+/U2U/79u0VLJB1rcnt27cxMzMT8lFKJBIsLS1JS0tDT08PmUymkMDb2tpaaWtTRETk+aGmo4rTBEsenM0leWcacvmjKPBymQrB9x7g9rCIJaatyFdV5edEOV94yTHXEQOPivx5RAWLagvI+PHjkUql9O/fn6CgIK5du0bbtm0B6Natm6AY+Pj4sHr16ka1GxgYyD//+U8++ugjwsLCeOutt2jevPo48f79+1m5cqWQpPnxB3HXrl2xsLAAqh/01tbWgsLg7u7OzZs3Abh16xZjxozhzp07qKqqkpWVRWpqKnZ2dnTv3p3AwEB8fHzYuHGjguUKoKKigpEjR9KnTx/eeutRQL7U1FQsLS0pKioiKCiI2bNnC75SO3fubHDOYWFhfPzxx3h4eGBjY4O/vz9qao/M9JLHIiY3JfbMkSNH8PDwAMDT01PY1jxw4ABWVlbC78rf35+tW7cSFBQkXNulSxeKi4u5desWO3bsQF29Om6Os7NzvQry4zxpTSS1IkA/PqcnyURERF4MEomEVj6GaOvlcj0kkXKJuYK8W2EhYbdSWGhmyiUdHb65ImNlZ2k9rYmINJ6/vYJVUVHBpk2bUFNTY+vWrQAUFxcTGhrK8uXLARQsP1KptNF+NAEBAbz//vtcvHiRsLAw1q5d26jravdXX/+jRo1ixYoVDB48GABDQ0NKS0uFupcvX6Zly5ZKVpOKigpGjBiBqakpq1atUpBZWloCoKOjQ3BwMFOmTBFkjbFgWVlZsWPHDoU16NOnj9B2SkoKHTp0AB4pLo3B39+/TgUvJCSExMREIY9hSUkJqampCgrW6dOn0dXVJSwsjIkTJ9K1a1dMTEwabcGqb01at27NnTt3qKysRFVVFblczu3bt7G0tKRFixYAClvETZmviIjIs0XfxRbrtlu4fy2Zh5IeCjKjykq+SbvNlhaGhMS15J8eKrTQFK1YIn+Ol6ZgyTW0MV247YX0paKtX69s79692NjYcPbsWaHs6tWr+Pn5sWjRogbbdnJy4ujRo5ibmyvJpFIp7777LlOnTqWyspI33nhDkA0aNIjvvvuOTp06CVuEj1uxGkNubq6gWGzatInc3EdOmz/88AO5ubnExMTQqVMnunXrRteuXamsrGTUqFEYGhry73//W8HKkpubi4aGBtra2shkMsLDwxUc8htjwXrw4AHGxsZIJBIOHz6soMQMHz6cdevWMXToUPLz8wkPD+fQoUMAnD9/nk8++YSjR482ev7379/n6NGj3LlzBwODah+7qqoqzM3NiY2Nxc3NTaH+hAkT+OWXX1i0aBGrVq1qlAXrSWtibGxM+/bt2bRpExMmTBASVtf8ToYPH86aNWv4/PPPuXDhAvfv36dbt26Nnp+IiMizxSBgBOXx/0BTfoMsyUhkkkcBsVSAsdk5eBUVE3rOgtk9tepvSESkEbw8C5ZEpUHH8xdBSEgIY8aMUShzcXHBzMyMffv2PfHazMxMsrOzMTQ0rLfOpEmTWLx4MV988YWCMjN37lz+9a9/0b59e9TV1TEzM+PAgQNNGvuqVasYMmQI5ubm+Pj4CNaRqKgoVqxYwblz5wR/rLFjx3LhwgUOHz7M7t27cXNzExSFrl27smbNGq5fv87777+PRCKhsrIST09PJQtXQ+zbt48lS5agqqqKqakpBw4cQEur+kY1btw4Lly4gIODAwCzZ88WtvZSU1OFeo3lp59+4s033xSUK6hWakePHs369ev5/vvvla5ZunQpXl5ezJkzp06luDYNrcm6deuYMGECixYtQl9fn59++kmhr3HjxmFvb4+6ujobN24U/LVERERePOqWjmg4ekJCFObyb8hkFKUSR4U6bUtLKdl3kzQNU1p3aq601S8i0lgk8ufkGBIVFYWXlxeXLl3C09OzwfLXkd27dxMfH8/8+fNf9lBee6ZPn86IESNEC4+ISCP5K91LG0tOTs4TX2gbQ2liDFlr5gIgR8JDupErHQhyZUXKyKMZdsPNUdX6e/lkPYt1FhF9sP4UQ4cOZejQoS97GH8J6rI2iYiIiDxrNOzcUG/jTPmteCTIacZ/0dUvILpiAi2KKxTqZkXnU5BajMOY1jSz0XlJIxZ5XREjuYuIiIiI/G2QSCTo9VaMwSjNjcbS9z77DJTDu5TlVnBlzU1SDz5AXiWeBBZpPKKCJSIiIiLyt0KzbQfUzG0VysyitnPWw5T55mY8VKmdNBpu/55B7A/JlGaXv8CRirzOiAqWiIiIiMjfimor1kiFsop7N/m62SX+0Ndnok0borSVk0YXpJZweUUiGRdzlWQiIrURFSwRERERkb8dWm5dUTW2UChzuBxOe0M5GWpqzLBszdqWLamq5fteVSbjxpY7JGxKo7JETBAtUj+igiUiIiIi8rdDoiJFz1/RilWeco3FLeMBkEkkbDZqQZCVFTIDdaXrM6PyubwikfybRS9kvCKvH397Batv37788MMPSuXu7u7s2bPnJYxIkeXLl7N06VJSUlLw9fWlWbNmeHt7K9Xbv38/Tk5O2NnZ8fbbb1NYWNhg26/q3O/du8ebb76Jo6Mjbm5ujBgxgpycHEFubW2Nk5MTHh4eeHh4EB4e3qT2Hzx4wNChQ3Fzc8PJyYnvvvtOQb5w4UJsbW2xtbVlwYIFjWozMjISbW1tPDw8cHNzo1u3bsTGxirUGT9+PPr6+hQXFyuUPz4fR0dHlixZ0qT51G6j9ppkZGQQEBCAvb09Li4unDx5UpAVFxczevRo7OzscHBwYPfu3U3uW0TkdUXb6w2kzY0VytpfDcfhMV/361pafOXaBuOOzZWur3GATzlwH5noAC9Si5emYMnkcvJK81/Ij0wuq3ccgYGBCkl9AS5evMj9+/cZMGDA816GBtm7dy+DBw9GX1+fhQsXsmXLFqU6hYWFBAYGEhERQVJSEqampnz99dcNtv2qzl0qlbJgwQISEhKIjY0Vkmw/zs6dO4mOjiY6OpqRI0fW01LdzJw5E1dXV2JjY7l48SKhoaFcuHABgBMnTrB161ZiY2OJj4/n4MGDHD58uFHt1kSGj42NZfjw4UycOFGQPXz4kH379uHq6qqQSqj2fI4fP86SJUs4f/58k+b0eBu112TevHl07tyZxMRENmzYwJgxY4R0SytWrEBDQ4OkpCQOHz5McHCwQkYAEZG/MhKpKnp+wxXKym9c5msTxZRgR7IkZL1hhuP41kg1lR3g7xzJJPb7ZEoyyp73kEVeI16aglVcVcxbu8a/kJ+HZQX1jmPQoEHcvn2bmJgYoSw0NJTx48cLSYqXLl2Kq6sr7u7udO7cmeLiYiIjI/Hw8CAoKAhXV1c8PT25evUqI0eOxNnZmd69ewtWpKNHj+Lj40P79u1xcXERlJqSkhLc3d2FFDRnzpyhTZs2ZGVlAdWWlry8PBwdHTE0NKRbt27o6CjHYjl48CDe3t44OTkBEBwcLORVBOjXrx8XL158beZuYmKiEHC0U6dOQoLrZ0FMTAz9+/cHQFdXl549e7Jx40YAwsPDmTBhAjo6OmhoaDBp0iSFtWwsvXv3JiEhQfi8ZcsW/P39mTVrFiEhIfVeZ2ZmhqOjI6mpqU3usz62b9/OBx98AECHDh0wMTERrFjh4eGCrE2bNvTo0YO9e/c+s75FRF51dDq9iYqeonWqx43tWNS61S6OltHSw4D2s+3Rt1W+DxfeLuHyN4ncP5MjJnYXAcQtQtTV1Rk7dqzw4C8tLWXbtm1MmjQJqE7HEhERwalTp4iJieHgwYNoaGgAEBcXR1BQEFeuXMHHx4eAgABWrlxJfHw8ampqgrXJ09OTkydPcvnyZU6cOMEXX3xBeno6Wlpa7NixgxkzZnDhwgXGjh3Lxo0bMTIyAqqtV4MGDWpwDmlpaVhZWQmfra2tuXv3LjJZteXuwIEDdW4rvspzr6Gqqoo1a9YwcOBAhfIxY8bg6urK5MmTyczMFMqnT58ubJPV/jl37hxQrWRs2bIFmUxGRkYGhw8fJiUlpd61rJ0suzFs27YNLy8v4XNISAiTJk1i4MCBJCQkcOPGjTqvu379OllZWfj6+gKQl5dX73zefPPNBtckOzsbmUymkOfy8Tk9q/mKiLyuSNTU0XtDMWB0edwZvjBX/DvYnyYnNluOZnN1XKe2wbp/KyRSRQ94WbmcpB13uRaaSkVh5XMfu8irzd9ewYLqrbLNmzdTXl7O7t27adu2rZAjb//+/UydOhV9/eqE0c2bN0cqrU6b4OjoiIeHB1CtSHh4eGBhUX0qxcvLS7C6ZGdnM3z4cFxcXOjVqxdZWVnExcUB4ODgwNKlS/Hx8WHy5MkKlpuIiAiGDBnSqDk8bb6sV3XuAHK5nODgYAwMDJg2bZpQfuLECWJiYoiKiqJFixa8++67guz7778Xtslq/3Tq1AmAlStX8vDhQzw9PRk/fjy9evUSLHa117Ipb6Lx8fGC8nP9+nUhL+GVK1dIT0+nT58+qKmpMW7cOEJDQxWuHTZsGG3btsXZ2Znp06cLCpGBgUG983l86/JJa1L7u1F7Tk87XxGRvwo6Xfoj0dZVKOt/awctNBTrLYmpPjUoUZFg4dcS93/YomVcqxKQE1dA1PJEcq7Vv3si8uqQcz+aS7/N5OrJRVQ8YcerqYipcoB27dpha2vLvn37CA0NJTAwsFHXaWpqCv+XSqVKn0tKSgAICgpi4MCB7Nq1C4lEgqenJ6WlpULdqKgoWrZsqWA5KCgoICEhoU7LU20sLS05duyY8DklJQVzc3NUagfLq4NXce41TJ8+ndu3bxMREaEwl5qk1mpqanz00UdC8uiaa06cOFHnmNetW0enTp0wNDRUUHCCgoJwdnYW2q6xZkF1Euqa/hrC2dm5zq3Y9evXU1hYiK1tdWDDiooKZDIZCxcuFJI/79y5ExcXF44cOcLAgQPp1asXrq6u5OXlCdas2piYmAhKVn1r0qJFC6A6MXmN0vb4nGrm+7isX79+jZqviMhfBRVNbfR6DObhoU1CWUXMCRa89Q4fJZoKZeE35XzlLcdWv/qlRNdCC4+Zdtz6JZ37p3MU2qwoqCT+Pym06mJIm4GmSDVEe8arSHJMGDHH5yOXVyvPxQV36Nj3x2fS9ktTsLSl2ux9++cX0pe+hl6DdQIDA1m0aBFJSUlEREQI5YMGDeLHH38UHM3z8vLQ02u4vcfJzc3FysoKiUQiWBpq2L9/P4cPHyYuLg4/Pz/Cw8MZOXIkBw4coG/fvo2yTAUEBPDBBx9w/fp1nJyc+PHHHxk16lEqCD8/PxYvXkzHjh1fi7lDtaJUMx519UdHpIuKiqioqMDAwACArVu30r59e0HemJyG2dnZ6Ovro6amRlRUFBEREVy+fBmA4cOH8+GHHxIcHIyqqiqhoaEsXLgQgLt37+Ln58f169cbPf+ysjI2b97M2bNnBR85AG9vbw4cOKC0Bezv78/UqVOZP38+e/fuFSxYT6KhNRk+fDhr1qzh888/58KFC9y/f1+wFtbIwsLCuHXrFn/88Qdr165t9PxERP4q6HZ/i4Lju5CXVb8cIpcx8s4O5qtNp/B/KQplclgWI2Nd90fJn6XqKtgNM8ewrR6J4XeoKFSMjXX/dA55iYU4vtMaPSvl4KUiLwdZVQXRkfO5Fauoh+RlXH1mfbw0BUtFIsFAUznv08ti1KhRzJgxg5EjR6Kr+8hUPG7cOO7du4ePjw9qampoa2tz5MiRJrW9ZMkSgoODWbJkCc7OzsJWVVpaGsHBwRw6dAhDQ0O2b9/OG2+8gaenJ3v27GHy5MlCG2VlZdja2lJWVkZ+fj4WFhaMGzeOxYsXo6enx/r16xk8eDCVlZW4uroK21NVVVXExMQI23evw9wzMjJYvXo1Tk5OQv02bdqwZ88eHjx4wNtvv01VVRVyuRwbGxt+/rlpivr58+eZNm0aampq6OnpsX37dkxNq99SfX19GTFiBK6ursLaBAQEANXhI2osTo0lIiICKysrBeUKqtd2/fr1dfrYLViwADs7Oy5duqTgx1UfDa3J0qVLGTduHPb29qirq7Nx40ZhHrNnz2bSpEnY2dmhoqLCmjVrMDQ0bNIcRUT+Cqjo6KHbbSAFR7cLZZVRx5jdfzSf3Xzkwxh2Q8ZnniqY6Si+/Bq206f9bHsSt90lt9bWYGlmOTGrk2ntZ0zrPsaoSJ/OpUPk2VBWks25/VPIvHNaSWbVdngdVzwdEvlzcrqIiorCy8uLS5cu4enp2WC5yCPKy8txcHAgKSmpyQ/02kRFRfHjjz+yfv36ZzS6vy/ffPMNxsbGjB079mUPRUTkb3kvzcnJea4vAFUFedz/8l3kFY/CLUg69cemOIjyx6L9zHJVYUVnaR0tVPsx3j+dw61f0pFVKD9edS20cBhjgbaJZh1Xvxo873V+mTzMSuDU3vEUP1R2S3Hq+A+cu8xBInk227nipvAriLq6OikpKX9auYJqB3RRuXo2zJw5U1SuRET+wkj1DNDx6atQJr/4G9NaK8aGW3tNRk5p3bYJiUSCadcWtJ9lj66llpK88E4J0SuTuHsiC7lMPFTyIrmX/BvHt/VXUq5UpJp07Pd/tOs675kpVyAqWCIiIiIiIgJ6vYaB9NGpYqoq+DB3DyqP7eoVVcIP8fUHsAbQMtbAfZotlgHG1H5myyrl3IpI5+q6W5Tllj/D0YvUhVwuJ+H8as78MoHKCsXURpo6rfAdsYfWjoOfeb+igiUiIiIiIvI/pAZG6HTqo1CmdvEAgeYPFcpWXZVRWMcW4ONIpBIs+5jg/g+7OsM55CcWEbU8kQcXcsUQKc+JqsoSLhz6kKunFgGKa9y8VXt6vXOI5q08nkvfooIlIiIiIiLyGHp+w+Gx0DDyijJmF/6iUCenDP5z/clWrBp0W1eHczDr3kJJVlUqI3HrHeJDUinLr/hzAxdRoLjgLn9sH8rt68o5Vi2d3qbn8N1o6Zo8t/5FBUtEREREROQxVFu0QtvbT6FM++I+Rpgqbi8tj5VRWtk4y5NUXQWbIWa4BLVB3UBNSZ4bX0DUshtkXBStWc+CzNunObb5TXIf1A5zI8Gl23y8A1YjVX2+Bw1EBUtERERERKQWev4j4fEsB2XFfFq6T6H6T2WlAAAgAElEQVROejGE3micFasGAwddPGfb09LbQElWVSLjxpY7XAtNpfyhaM16GuRyOYlR6/jvrhGUlWQryFTVdOjy1k84dvjgqbOfNAVRwRIREREREamFmrEFWh49FMoMovbSz7hEoWxJtIzyqqZZnFS1pDi+05q2k6xQ01M+LZ4TV0DUskQyLuWJ1qwmUFlRzIVDHxD7x+dCZPYadAza8MaoXzG16f3CxiMqWEBlZSVffvklTk5OtGvXDicnJ6ZMmUJeXh5QHcF71KhR2NjYYG9vT8+ePTl9+lGAsvDwcNq3b4+Liwuurq6sXr36ZU2lTiQSCYWFhU99/XfffUdGRsYzHFE1NTeOzz//nJSUFOFzSkoKvr6+NGvWrM5UQfv378fJyQk7OzvefvtthbmdO3cODw8PHBwc8PPzIz09vcFxTJ06lY8//lipfNCgQXz77bdPO70/TWlpKYMHD8bBwQEPDw8CAgIU0vj4+vpiY2Mj5D9s6liLioqYOHEirq6uODo6Mm/ePIWbeUhICPb29tja2jJlyhQqKxtOXlsTXsTDwwN3d3e8vb05fvy4Qp1PP/0UqVRKamqqQvnj83F0dGTGjBlCwvLG8qQ1KS4uZvTo0djZ2eHg4MDu3Y/8MmQyGdOmTcPW1hY7Ozt+/PHZpMoQeb3R7z1K4bO8uJCvZQcVym4Xwc+JT6cEtXDRx3OOPS09lYNuVxZXcWPzba6HpVFeIFqzGqIwL5XI8EHcvr5HSdaqjT+9Rh9E38jxhY7ppSlYcjlUFFa+kJ+GYo0EBgZy4cIFzpw5Q1xcHPHx8fTu3ZucnByKiorw9fWlffv23Lx5k8TERD799FMGDRpEbGwsABYWFhw8eJCrV69y8uRJVq1axalTp57b2jXmQfcseZKCJZPJmvwQrGHXrl3MnTuXvLw8zp8/z7hx48jKykJfX5+FCxeyZcsWpWsKCwsJDAwkIiKCpKQkTE1N+frrr4FqhW3MmDF899133Lhxg759+zJz5swGxxEYGMimTZsU1vXBgwccPXr0pce9mjJlCgkJCURHRzNgwACmTJmiIH88ufWMGTOa1PaiRYsAiI2N5erVq1y+fJmdO3cCcOvWLRYsWMDJkydJSkri/v37hISENKrdmvQ+MTExLFiwgBEjRgiKm0wmIywsjB49ehAWFqZ0bc18Ll68yL59+4TxNIX61mTFihVoaGiQlJTE4cOHCQ4OJje3Or7Rpk2biI+P58aNG5w/f55ly5Y1KSWSyF8TNbM2aLp2USgzvrSbXkZlCmWLo6uofMqYVmo6qjiOtcRpgiVqusrWrOwrD6utWaJvVr3cTznOsS0B5GfGKcnadppJl7d+Qv0lZI55ecmey+Dcp9deSFedvmxb5xcXICkpiR07dpCWlkbz5s0BUFFRYfjw6nD569evp3nz5sydO1e4xs/Pj0mTJrF8+XI2btxI165dBVmzZs1wcnLi1q1bCuU1WFtbM3r0aE6dOsW9e/cIDg4WlIDExEQ++ugjMjIyKC8v5/333yc4OBiotkKtWLGCffv20aFDB5YvX67Q7pOubWy9M2fOMGfOHB4+fIhcLuerr74iJiaGe/fuMWzYMDQ1NQkLCyMiIoLk5GSKiopISkri4MGDpKenM23aNIqKitDU1OTbb7+la9eupKSk4O3tTXBwML/++iv5+fl8//339OvXj2HDhmFlZYWfnx8xMTEcPHhQSBrdrVs3IiMjlcZ/8OBBvL29hdQzwcHB9OvXj8WLF3Px4kU0NDSE5Mjvv/8+xsbGVFRUoKamxuTJkxk0aJBSehpvb29MTEz49ddfeeuttwD46aef6Nevn5AEecOGDaxatQq5XI6amprw4Pf29iYoKIhff/2VkpISNm3axL///W/Onj2LpqYmERERmJmZceXKFYKDgykqKqK0tJRx48bxySefIJPJ6NevH71792bWrFkkJyfj6+vLsWPHsLe3V0i83LlzZ7777julNXlaYmJiGD9+PBKJBDU1Nfr06cPGjRsZPnw4O3fuZMiQIZiYVJ+wCQoKYtmyZbz//vtN6qN3795kZWWRnZ2NkZERv/32GyYmJqxcuZKhQ4eyYMGCOpOS6+np4eXlpWTl+jOEh4cLSl2bNm3o0aMHe/fuZcKECYSHhxMUFIRUKsXQ0JARI0awbds2Pv/882fWv8jriX7vUZReebRjISvMZ6nKb3RgoFB2swC2JMkZ7/D0fj1Gbs1oZqND8u57ZEXnK8gqi6q4seUOmVF52A4zR9NQvZ5W/l7I5XISLqwm7tQSaodgUFXXo0PAasxs33w5g0PcIiQqKgp7e3uMjIzqlfv4+CiV+/j4EBUVpVQeHx/PmTNn6NWrV719PnjwgBMnTnD27FlWrVrFuXPnqKqq4p133mHlypWCNW3t2rUKfZSVlREZGamkXDXm2obq5eTkMGTIEJYuXUpMTAzR0dF0796dTz/9FDMzM3bu3El0dDQeHtXxQo4fP87atWuJjY2lZcuWDB06lM8//5zY2Fi++eYbhg0bRlFR9Ymb7OxsIaXHDz/8IFgVdu/ezc6dO5k4cSJTp05lypQpZGcrOiXWJi0tDSsrK+GztbU1d+/eRSaTKcn09PTQ09MTtgnry/0H1VasDRs2CJ/DwsIIDAwEIDIykq+//pqDBw8SExPDiRMnMDY2Fubm4+PD5cuXCQwMxN/fn+DgYGJjY/H29uaHH34QxnnkyBGioqK4dOkS27dv5+LFi6ioqLBp0ybWrFlDZGQkI0aMYPny5djb2yuN8fvvv2fgwIEKZbNnz8bV1ZWRI0dy8+ZNoXzJkiXCNlntnz17qk3oHTp0YPv27ZSXl1NQUMCePXuELci61jktTTm1RENs3boVS0tL4e8rJCSESZMm4enpSfPmzTl69Gid16WnpxMTE8OAAQOEsi5dutQ7p6qqR/4W9a3Jk+b0rOYr8tdD3dIBDSdFVwWzqF10aaG4k/B1dBVVfzIyu5quKk7jLXF61xJVHeVUPLnXC4lalsi9/4pR4CvKHnJ2fyBxpxZTW7nSM7Sn1+gDL1W5gpdpwXqNqOu0QV2m2jt37vDWW2+xdu1azMzM6m2v5sFtZGTEkCFDOHr0KHp6esTFxTFq1KM9/4KCAuLj44U8Y5MmTaqzvYSEhAavbaheeno6zs7OdOlSbQ5XUVF5Yi6qAQMGCEpGQkIC6urqvPlm9Ze5W7duGBsbExsbi6mpKTo6OoJlyMfHh+TkZACGDBkiKGYdO3Zk+PDhjTrZ8aQ6tWWNNamPHTuWf/3rXzx48IDk5GQKCgro06c62OCvv/7K+PHjhYTQ2trawnW6urr0798fqE5LZGFhISihXl5e/P777wCUlJQQHBxMdHQ0Kioq3L59m+joaLy9vTEyMmLjxo288cYbTJw4UeH3U8OiRYtITExk7dq1QtnGjRtp3bo1crmcNWvWMGDAAOLj4wGYN28e8+bNe+Kc586dyyeffELHjh1p3rw5Xbp0UVB4Hl/LpmxN5OXlCWtgbm7OL79Uxw/Kysri999/5z//+Q9Q/XcQEhJC796PnE6nT5/OvHnzSEhI4MMPP6Rt27aC7HG/x/p40po0NKenna/IXx/9PqPJvH5R+CzLz2aF+lG68OgBfiMftt+UM9ruz59OM3Jvhr6NDsm775IdoxjgVFYu4+aedDIv52M/whztVq9uTsPnRV7GVc7uf4+i/BQlmZldP7zfXIWauu6LH1gt/vYKlqenJ4mJiWRnZ9OihXIQOE9PT/79738rlZ89e1ZBebl37x7+/v7Mnz9f2F5sLBKJBLlcjpGREdHRtWN2PEJXt+4vTGOubajer7/+2qQxPz4WuVxep9JTU1az7QcglUoFa0ONvCnbMJaWlhw7dkz4nJKSgrm5OSoqKlhaWio4gRcUFFBQUCAoRk/C0NCQ/v37s2nTJq5du8bEiRPr3LqqjYbGo+jMUqlUaa41fl3//Oc/MTEx4fLly6iqqjJ06FBKS0uFupcvX6ZFixbcuXNHaT1XrFjB7t27OXLkiIJy17p1a6B6HT/88EM+/vhj4Xu8ZMkStm3bVueYP/vsM4YMGSJs5dawZMkSnJ2dAZTWMjU1FUtLywbXAx75YNVm48aNVFZWCspXVVUV2dnZCn9733//PQMGDCA2Npbu3bvTp08f+vatzg3XpUsXiouL6+zz0qVLSKXSJ65JzZxqtn1TU1OFLdgaWYcOHZo8X5FXk0pZJSWVpZRUllJaWUppZRmllWXoqutgrG2ErrpOo9vSsGmHhp0bZUmxQpl11A46tPPjQs6jx+jX0VWMtJWg8gxCAKjrqdL2XSuyYvO5ufse5Q8VLWYFKcVcXplEa/+WWPi1REX1r78hJZfLSbm6hejj/0JWVVZLKsGl6yc4dPjwhYRgaAwvT8HSqPaNehGoated9RwQTqIFBgYSFhaGgYEBcrlc8K0aPXo0ixcvZunSpYIf1rFjxwgJCREe9Onp6fj5+TF37lzefffdBsezYcMGunbtSk5ODhEREWzfvh1HR0e0tbX5+eefGT9+PFDtH2ZoaNhgVvPGXvukel26dGHy5MmcPn2aLl26IJPJyMvLw9DQEH19ffLz8+vsG8DJyYmysjKOHTtGr169OH36NBkZGbi6upKZmdngejSFgIAAPvjgA65fv46TkxM//vijYPHx8vKitLSUyMhIfH19WbduHYMHD0ZNrTqo3/jx4xkyZAhDhgyps+3AwECmTZvG/fv3uXz5slA+cOBAJk2axJQpU2jVqlW9D/knkZubi4uLC6qqqiQkJPD7778L28hRUVGsWLGCqKgoAgMDWbZsmfBd++abb9i6dStHjhzBwOBR3JzKykqys7MFH6ldu3ZhYmIiKCqNsWA9fPgQVVVVtLW1uXXrFv/3f//H3r17AXj77bfp1q0bn376KcbGxqxdu1bBsubk5MTRo0cxNzdv9BqEhoayc+dOAgIChLJhw4axefNmpk+frlDXzc2Nr776in/+858EBAQgkUgatGA1tCbDhw9nzZo1hIWFcevWLf744w/BIjh8+HDWrVvH0KFDyc/PJzw8nEOHDjV6biIvnoLyQhJzbnIjJ5mEnGRu5aVRWFFIaWUZJZWlVMqefBhIW1ULYx0jjLWNaKlthLHO//7VNsLGwIoWWs0V6uv1Ga2gYFXlPGCF5gl68sgdJC4X9qTIebvNs3vAG7k1w8Bel1v70nlwVjHptLxKTtrhDLJi8rEbYYG+tXY9rbz+VFYUc/noPNKu7VCSqWs2p0PfNbSyfuMljKx+XpqCJZFQr+P5iyY0NJSFCxfSqVMnVFVVkcvl9OjRg0GDBqGjo0NkZCSzZs2iTZs2qKqq0qpVK/bu3Yu7uztQfew8LS2NVatWsWrVKgD+8Y9/MHHixDr7s7Kyonv37qSnpzN9+nQ6duwIwL59+5gxYwYrVqygqqqKli1bsnnz5gbHr6qq2qhrn1TP3NycPXv2MGvWLAoKCpBIJHz11VcMGjSI6dOnM3HiRLS1tes8+aWurs6uXbuYPn264OS+Y8cOdHR0nkrBKisrw9bWlrKyMvLz87GwsGDcuHEsXrwYPT091q9fz+DBg6msrMTV1ZWffvoJQPBnCgoKoqSkBHNzczZt2iS0e+nSJaZNm1Zvv/7+/pSVleHl5UWbNm2E8h49ejB//nz69OmDRCJBXV29yafb5s+fz7hx49i8eTPW1taCcvXw4UNGjRpFaGgopqam/Pzzz3To0IFu3bphZWXFrFmzsLGx4Y03qm8cGhoanDt3jrKyMvr3709ZWRkqKioYGRkJW3GN5ebNm4wYMQJVVVVUVVX59ttvBeuSjY0NX3zxBV27dkUmk9GrVy9hazszM5Ps7OwGFf/HOXfuHBkZGfj7+yuUjxs3jk8//VRJwYLq8Bk//PADu3fv5u23326wj4bWZPbs2UyaNAk7OztUVFRYs2aNMIdx48Zx4cIFHBwchLqPb0+KvFwelhWQkJNMzJ0r3I5L50ZOMvcK7/+pNosrS0jJv01K/u065W2aWeLVyh2vVu54mLRDy94Ddeu2lKc8OpxlfzkcN8eexOY9eolfeLmKodaSZ2pFUdWSYj/CgpbtDUjacZfSLMUE0cX3y4hdnUwrH0Os+7dCVat+o8LrSEFOEmf3T+ZhdoKSzLCVJ536r0Nb3+IljOzJSOTPydkgKipKcGx+fCutvvK/C9bW1uzfvx8XF5eXPZS/FTk5OYwcOVLwiRJ5enbv3k18fDzz589/2UP5W/NXv5dmFmcTmXaKY6knic9SfrC+SKQSFZyNHHGTtsDm+DHsiuSo/u/JecN/Fn7pvgr1f+kjZaDV89myqyqXkXb4AXf/yII6IuSo6arSZlArWnoZPLWSl5OT06QXqOfJ7YS9RP0+i8qKIiWZrUcgbj0+RUX6ap6qfDVMSCIizxlDQ0NRuXpGDB06lKFDh77sYYj8BckrzScy7TTHU08SkxGHnGf3/i+VSFGXqlFSWdpw5VpUyWVcybzGFYC26mhUyXF9KOONTBnto7fQ1r471x4+shp9dVnGAMtna8WqQaquQpuBprRsb0Bi+B2K7irOp6Kwkhtb7vDgXC62w8zQNnk9neCrKsu48t8vSY4OVZKpquvi1fsbLBwG1nHlq4OoYL1gHnccFhEREfm7U1BWyIk7Zzme+l+i7sdSJW984GI1FVVsDKxwMLTDwdAGY20jtFS10FTVQFNVEy01TbSkmmiqaqAmrfbFLKsqJ7M4m4yiTDKKs8gsziKjOJvMoiwyirO4V3i/QSWsTCrhYnMpF5tLaVmWzQjptyxiMhVU+0leyJTz2x05b7Z+fs7WuhZauH9kx73ILNJ+e4CsQlEZzU8u4vKKJMx9jWjd2xip+uvjBF+Yl8L5A0HkPohRkukbtaXzgP+g19z2JYysaYgKloiIiIjICyc5N4Ut8buITDvdoEM6gLqKGlZ6rXE2dsTB0AYHQzvaNGstKE6NRUOqjoWeKRZ6dZ8urpRVcT07kaj7sVy6H8PVrOtPHF+mhoTjZWfprH2BzMpOpFf2IV/Wjq8uy+hj8XysWDWoSCVY+LXEqH0zbu65R05cgYJcXiXnztFMMqPysBlqRot2+s9tLM+K29f3EHV0DpXlyundrNqNwuONr1FVez2c+UUFS0RERETkhRGbEc/muJ2cvXepwbo6atp0s+hEL6vueLVyoyC/4Ln7BqmqSHFp6YRLSyfGu46gpLKU2Ix4ou7HcPF+DEm5t+q8TkIVxqqnMVY9TbHMjJTsPhxI60V/q+efokXTUB3nQGuyrz7k5p57lOUq5i4sy63gWkgqhu30sBlshmaLV89nqbKimJjj80mJ26okU5Fq0r7XIqxdRr+EkT09ooIlIiIiIvJckcvlnL13ic1xO7mS+eQUaZpSDbpYdKSXVTc6mnmi8ZIdmLVUNelk5kkns+qDBDV+YrtPh5CqVncSZm2Ve9iqh7Hs5FbScwcxynlIk+JuPS0tXPQxsNfl9u8Z3I3MpPZua05cAbnXb2De0wgL/5aoar4apw3zM+M5d+B9CnKSlGS6zW3p1H8dBi3bvYSR/TlEBUtERERE5LlQKasiMu0UW+J2kZyXUm89dRU1Opl70cuyGz4WHdBSfXUdsw00mzHYoS99KlpwfstnHG0p5UwLFSpU6toKLGNj3A72Jh5irMswBtv3RUNVo456zw6phgrWA1ph7G1A8q575Ccrnr6TV8m5cyyTBxdyse5fXU9S59ifP3K5nJuxPxP7x2d1BA4FK+cReLyxCNUXoJw+D14fr7fnSGVlJV9++SVOTk60a9cOJycnpkyZQl5eHgB3795l1KhR2NjYYG9vT8+ePRWCHoaHh9O+fXtcXFxwdXVl9erVT+xvzZo1uLi40LZtW9q2bcvo0aP/cnnP8vLyWLZsmULZ5MmT+e9///vM+khJSUFVVRUPDw/c3d3x9vbm+PHjDV7X2HFERkby22+/KZUvX76cpUuXkpKSgq+vL82aNcPb21up3v79+3FychKC2RYWKvsU1KZv375C/sLHcXd3F3IIvgzu3bvHm2++iaOjI25ubowYMYKcnBxBbm1tjZOTk5AbMDw8vEntP3jwgKFDh+Lm5oaTk5NSUuuFCxdia2uLra0tCxYsaFSbkZGRaGtr4+HhgZubG926dSM2Nlahzvjx49HX11cKHvv4fBwdHVmyZEmT5lO7jdprkpGRQUBAAPb29ri4uHDy5ElBVlxczOjRo7Gzs8PBwYHdu3c3ue+XjUwu40DyEcbtC+arUyvrVa6aaegxye0ddg3dwMIen9DLuvsrrVw9jpZzB5yNHHk/pZI10eWMS6vErLzuR+rD8gJ+jNrAmH1T+TXpdyplVXXWe5Zot9LEJbgNDu9Y1BlzsqKgksRtd4hZlczDW8ohEJ435aV5nN0/mehj85SUK1U1HToErMb7zVWvrXIF9ShY06dPx9raGolEwtWrV4XyJ90UXmcCAwOF5MdxcXHEx8fTu3dvcnJyKCoqwtfXl/bt23Pz5k0SExP59NNPGTRokHCztrCw4ODBg1y9epWTJ0+yatUqTp06VWdfn332GZs2beLQoUNcu3aN+Ph4Jk+ezP37fy5o3qtGXQrW+vXr6d69+zPtpyYtS0xMDAsWLGDEiBEN5pFr7DjqU7D27t3L4MGD0dfXZ+HChWzZskWpTmFhIYGBgURERJCUlISpqSlff/11g33WTjoNcPHiRe7fv6+Q+PhFI5VKWbBgAQkJCcTGxmJlZaUUKb4mIXh0dDQjR45sUvszZ87E1dWV2NhYLl68SGhoKBcuXADgxIkTbN26ldjYWOLj4zl48CCHDx9uVLvOzs5ER0cTGxvL8OHDFYL/Pnz4kH379uHq6sqOHcrRoWvmc/z4cZYsWcL58+ebNKfH26i9JvPmzaNz584kJiayYcMGxowZI6RVWrFiBRoaGiQlJXH48GGCg4PJzc2tr4tXjquZ1wg69DFLz66uNxhoS+0WTPOaTPjg9bzrOhJ9Db0XPMo/j0QiQT9gLAA6VRDwoIplMSUMVx9ERmUX5HLlx2tmcTbLzv3AxF+n8Ufa6eee81IikWDs3RyvTxww69kCSR1P/MLbJcSuvsn1jWmU5pYrV3gOZN+7wNFN/txLOqAkMzB2pdeY37BsO+yFjOV5UqeCNWzYME6ePKmQXR6efFNoKnK5jLLirBfyI3/Csd+kpCR27NjBhg0baN68OjWCiooKw4cPx8bGhq1bt9K8eXMhdQmAn58fkyZNYvny5QB07dqVVq1aAdCsWTOcnJy4dUvZEbKoqIhly5YREhKChUV11FmJRIKfn58QzX3jxo24urri5uZG//79uXv3LgBhYWH06dOHUaNG4eTkRK9evYiLi6N///44ODgwatQoZLLqeU6YMIH33nsPPz8/nJycmDBhAmVl1W8IBQUFvPfee3Ts2BE3NzeCgoKoqKj2I/D19WXu3Ll0794dW1tbgoKChLGvX78eZ2dnPDw8cHV15dy5c0B1xOsOHTrg4eFBz549SUxMBCAoKEhI+ltj3fH19WX//v1AtcViyJAhuLq64uLiopDv0drami+++IIuXbrQpk0bFi5c2NDXCYDevXuTlZVFdnY2hYWFTJo0CRcXF1xcXPjiiy+Eeo+PY8KECQQHB+Pv74+DgwNDhw6lvLyc6Oho1q5dy88//4yHhwdffvmlMO68vDwcHR0xNDSkW7du6Ogov2EdPHgQb29vnJycAAgODmbr1kfOm/369ePixYtK1w0aNIjbt28TE/PoeHJoaCjjx48XUv4sXboUV1dX3N3d6dy5M8XFxURGRuLh4UFQUBCurq54enpy9epVRo4cibOzM7179xYsaEePHsXHx0ewutYodCUlJbi7uwtR6s+cOUObNm3IysrCxMSEbt26CWPq1KkTN2/ebNTvpTHExMQISbN1dXXp2bMnGzduBKotxBMmTEBHRwcNDQ0mTZqksJaNpXfv3iQkPApYuWXLFvz9/Zk1axYhISH1XmdmZoajoyOpqalN7rM+tm/fzgcffABAhw4dMDExEV5Yw8PDBVmbNm3o0aOHkMLoVSazOJuFp77hg9/mkZCTXGcdS30L5nWeztZB6xjmNPC1sVbVh4aTF+pWTsJnCTD02n8pVJnOxdJvyKzsXOd1aQ/v8ul/l/L+oY+5mP7kHLLPAlUtKTZvmdF+jgPN29atzGZdzidqyQ1SDz1AVt74UBlNQVZVQfzp5URuH0xxwV0luV379/AduQ+95jbPpf8XTZ0+WD169Kiz8vbt2wXF4fGbgq+vb5M7llUUsH+da5OvexoGvH8FDW2jOmVRUVHY29tjZFS/3MfHR6ncx8enzkjW8fHxnDlzps4E0XFxcairqwsJdWtz9epVZs+ezaVLlzA3N+frr79mypQpQiLmCxcucOXKFSwsLBgwYADvvPMOJ06cQEdHB09PT44cOUKfPn2A6tQkp0+fRktLiyFDhrBq1SrmzJnDrFmz6NGjB//5z3+Qy+W89957/PDDD8yYMQOA5ORkIiMjKS8vx9nZmTNnzuDj48OsWbO4du0aZmZmVFRUCArb3LlzBUVz27ZtzJgxg/3797N27Vq8vb3rTUA9ffp0nJyc2LNnDxkZGXh5eeHh4SEomnl5eZw+fZrMzEzs7OyYOHFig3nvtm7diqWlJUZGRsydO5fy8nJiY2MpKSmhW7duODs715mIOzo6mqNHj6Kurk6PHj3YtWsXo0ePJigoiMLCQlasWCHU3bt3L4MGDXriOADS0tIUXlCsra25e/cuMpkMFRUVDhxQfnOD6rRDY8eOZcOGDXz33XeUlpaybds2wSL6008/ERERwalTp9DX1yc3N1dIOB0XF0dYWBhr167lgw8+ICAggLNnz2JhYUG/fv3YsmULU6ZMwdPTk5MnTyKVSsnJycHT05OAgABMTU3ZsWMHfn5+WFlZMXbsWOR5uGAAACAASURBVDZu3Kj0t1FVVcWaNWsYPHiwQvmYMWOQyWR06tSJxYsXC0mVp0+fzokTJ+qc77p16+jUqRMdOnRgy5YteHt7k5WVxeHDhwXlNC0tjZ49eyqsZVNTFUH199PLy0v4HBISwpdffom/vz9Tp07lxo0bQqqcx7l+/TpZWVnCfS4vL6/ee56JiYmCda2uNcnOzkYmkwnrUzOnGjeBur47r7ILQVlVOduvRbDp6k5K6/CjAXA0tGNsu2F0a90JlbrMKK8pNVasrHWPngWynPv8n8txBpb25lr5x9ypTMRabTPNpVeVrk/ISWLWsc94w7Ir07zfU8p/+KzRNtag3XvW5Fwr4NbedEoyFH9fsgo5t3/LQHpKhfI3JbTq3PyZJZEuzLvFhYMfknM/Skmmrtkcrz7fYWbb55n09arQaCf3hm4K9VFYWMjDhw+Fz+XlL8YE+SypK45JXabdO3fu8NZbb7F27VrMzMwa3VYNx48fZ8CAAYIiERwczMKFC4W+unbtKli+2rdvj7W1Nc2aVR8Bdnd3V7AojBw5El1dXQAmTZrEjz/+yJw5c4iIiODs2bOsXLkSqLZaqKs/OqUzatQopFIpWlpaeHh4kJycjI+PD7169WL8+PEMHDiQvn37Cg+i3377jdWrV1NQUIBMJlP4XT+JI0eOCFYaY2Njhg4dytGjRwUFa8yYMQC0bNkSGxsbbt26VaeCVWMlAzA3Nxdyzx05coRVq1ahoqKCjo4O48eP58iRI3UqWEOHDkVLSwuAjh07kpxc99s3QEREhII17Ek8bfybwMBAfH19WbZsGbt37xZ89aDar2vq1Kno61fHs6mxukJ1Mu+atfD09CQ1NVX4vnh5eQnfj+zsbAIDA7lx4waqqqpkZWURFxeHqakpDg4OLF26FB8fH7766isFqxVUf++Dg4MxMDBQyOt44sQJLC0tqaioYP78+bz77ruCEvn99983OOeVK1fy8ccf4+npSatWrejVq5dCHsvH17Ip2yrx8fHCmjg4OAh5K69cuUJ6ejp9+vRBKpUybtw4QkNDFXythg0bhkQiISEhgW+//Va499VsSzfEk9ak9nej9pyedr4vErlczn/vnOXHqA2kFz6os46lvgUfeE6kk5nXc40H9TKpsWKVp14XyjyvhmNr60tysRoFMnuulH1OJ8NYXLU3c6MO697xtFNcuB/N1PYT6G/b+7mvlWFbPQwcdEk/lU3a4QdUlSharKqKZNzcfY97f2Rh1dcEI49mT+0IL5fLSYnbSkzkAqoqipXkRuad6dB3Ddp6dT8zX2eadIqwoZtCXTz+5gnVTqWvEp6eniQmJpKdnU2LFi3qlNdljTp79qxC/q979+7h7+/P/Pnz63yIQ7U/SFlZGfHx8XVaseRyucIa115vTc1H5nSpVKr0+UnbtTVtyeVyIiIisLGp2wRbX5u7d+/m0qVLREZG0q9fPxYuXEiXLl2YPn0658+fx8bGhtjYWCGJcWOoPb/HPzd2bvU97GqvZV39NbWvgoICEhIS6nRor42lpSXHjh0TPqekpGBubo6KSsNvg+3atcPW1pZ9+/YRGhoqJFluiIa+HyUlJUD19u3AgQPZtWsXEokET09PSksfRa6OioqiZcuWdb48TZ8+ndu3bxMREaEwF0tLSwDU1NT46KOPFCxBjbFgGRoaEhr6KCVGUFCQ8DdiaWmpkAEhNTVV6K8hnJ2d69yKXb9+PYWFhdjaVkeDrqioQCaTsXDhQlRVq2+LO3fuxMXFhSNHjjBw4EB69eqFq6troy1Y9a1JzX0mMzNTUNoen1PNfB+X9evXr9455ufnKxw4eBHcLrjL+mtbiM2Or1OurarFKLvB9LXqhaqK6jPzIXtVfdEk3QZD6iPlXJbzgG8cD/MWj/wmz+W48aGDLW9ZnmNz4m7uFSn6pxWWF7H83BoOJB5hart3MdetOxDqs0TLRQVbG2My/yggN6qI2pmJSrPLSdh0m9Qj9zF+Qx8dG40mKX8VpXlcP/MZWWlHlGQSiSrWHsFYuUymtEJK6Qv+Dj8Pasdoa7SC1dBNoT7++OMP4Q0Sqt8of/7550YP+HlTc8IrMDCQsLAwDAwMkMvlbNy4ka5duzJ69GgWL17M0qVLBT+sY8eOERISIjxA09PT8fPzY+7cubz77rv19qWrq8vHH3/Me++9x44dOwQr14EDB2jRogV+fn4sXbqU+/fv06rV/7N3noFRVF8ffral9wJJIBB6703pvYkIIkUBUUBBiggo/pEmqBQVBBVEBEEBsQMqTRDpPYHQSyC99952Zt4PvCQsu0FKks2G+3zjnjOzh9nJzm/uPfccL1avXk23bt0e6W3ml19+4a233sLGxob169fTvXt34HaOz+LFi1m1ahVa7e0fvsTERGrWrFnkufR6PSEhIbRs2bJgCefUqVM0aNAAKysrvLy8UBTFYPfbnZ1Zer2+4IF1N927d2fNmjXMnz+f+Ph4tm7d+kjLPkXRo0cPvvnmG9q2bUtWVhabNm1i5syZD3UOJyenghw4uP099enT54G+j969ezNx4kSuXr1K3bp1WbVqFcOGDSuwd+vWjUWLFhXM2N3LmDFjWLhwIUFBQWzbtq1gvH///qxataogyT4lJQVHx4dLEE5OTqZq1aqoVCoOHTpkkO/1119/sWfPHi5dukS3bt346aefCpKz33zzzYJ47p71zMzMJD8/HxeX221CtmzZQrNmzQrsDzKDlZiYiJOTEzqdjoCAALZt28bZs2cBGDx4MJMmTWLChAlotVq+/fbbgry8yMhIunXrxtWrV+93egNyc3PZvHkzJ06cKFiGBGjZsiU7d+40WgK+s4Q4e/Zstm/f/kAzWP91TQYPHszKlSt5//33OX36NDExMQWzhXdsGzZsIDg4mIMHD7J69eoiP8vZ2bnUGvPqZYktl39jw4WfTFY3V6HimZo9GNtkOK42LiUSQ1lpQnw3imsn4o9uJy+ksMZXy6tbqVu7F1czCivNf3LdnrPP96R3ve7svLmPb85tJC3PsPr6paRrTDs6j5ENh/Bi/YEPXan+oXGDCsM9yeySQ8iOGJKvpBu55MTkE7YlEeea9vg944Vj1f+upB4beoAze94iJ9N4dtPBpTqt+qzEzaupiSPLDw81g3W/H4WicHBwKFjOAAp+mNU6R/qNu/AIIT88Vrb3/4O884Pdpk0btFotiqLQsWNH+vfvj729PQcOHGD69OlUq1YNrVaLl5cX27dvp0mTJgDMnTuXsLAwVqxYwYoVKwCYMmWKwY6lOyxYsABPT0969uyJJEmoVCqaNWvG4sWL8fX1ZdGiRQV5VL6+viZnzx6Ejh07MmDAAMLDw3nqqacKlnOWL1/Ou+++S9OmTVGr1eh0OpYsWXJfgSVJEq+++irJyclotVo8PT1Zv349lStXZvDgwTRo0IAqVarQo0ePgmPc3NwYPnw4jRo1wt7e3mgW4fPPP2f8+PE0btwYWZaZNWtWkWLjUZgzZw6TJ0+mUaPbeX6DBw/mhRceblfKwIED2bhxI02bNuX5558v2PF5h9zcXGrUqEFubi6pqalUrlyZkSNHsmjRIhwdHVm7di0DBgxAr9fTqFGjguUpSZIIDAwsWL4zxbBhw5g6darBUi/AyJEjiYqK4umnn0an02FnZ8e+fcZvh/dj8eLFTJgwgcWLF1O/fn3atGkD3M79mTBhArt378bNzY2ff/6ZLl260Lx5c+Li4vjiiy+oW7dugX+1atXYunUrsbGxDBo0CEmSUBSF6tWrP/RL1KlTp5g8eTI6nQ5HR0d+/vlnvL1vv8F37tyZIUOGFHyXw4YNo3fv3sDtmWNTAv5+bNu2japVqxqIK7h9bdeuXWsyx27OnDnUrFkTf39/gzyuoviva7JkyRJGjhxJrVq1sLKyYuPGjQX/j3feeYfRo0dTs2ZN1Go1K1euLBOi4lZKKIuPrygygb2RZ33ebDmW2m5lv0dccaNSqXDqM5KEr94rGJOT41hpd4BuGYW/i+eT4NdbCkNqaOhfqxcdfNuw0v9b9oYcNDhfnpzPuvOb2R96mLfbTKShp+G9WhLY+9jQ4DU/Um9mErQtnOxI4yKqqUGZBK64iXtjJ6r0rIi9j/EmBUmfw8UjHxF0dq3Jz6nWaASNO823mHY3j4NKMbHON3HiRLZv305MTAweHh44ODgQFBREbGwsI0eOJDg4GCsrK1atWmW0BHiHgIAAWrRogb+/v8FSWlHjguLjlVdeoWXLlkyaNMncoZQb8vLyqF27NkFBQQ/9QL+XgIAAVq1axdq1pn+ABA/OsmXLqFChAiNGjDB3KKVOaf2W6mWJHy9vZcOFLeSbmLXytHPnjWav0LVqhxLPHUpKSioTYtMUiqIQ//l08oILl001rhXoU281gamFs1B1nOHiC1q0d+U0nYwKYNmpr4jJjDM6rwoVz9Xqzbhmo7DT2Zbsf+L/SUxMhCgtITtjyY41vXEBwL2xE749KuBQ6XZcybGBnNkzhbTEa0a+VrZutOixFJ8avUss7rKGSYFVHAiBZT6EwBIIyj+l8VsakhrGouOfczXxhpFNrVIzrN4AXm40tNTKLZRlgQWQcy3AYBYLILjrJDrG9jIY+66ThpdrG+ZjZutzWH9+C79c/QPZRGmhyo4+zGk3jbrutYo/8Hu4c50VWSHuTDKhu+PISzHdFgjAtYEd+ZV/5taVlSiKcRHVin5daNlzOTb2FUoy7DKHaJVTDtmwYYO5QxAIBBaMXpb46cpW1p83PWtVxaky7z09hXoexmUtnmSsazfDqlp9g1msmgE/0qZBZ06mFLbIeT9A4sWaKnR3zWLZam2Y0PxVulXtwCcnV3Ij2bDOXER6FBP2vMuYJi8xrN5ANOqS7yOoUquo2NoNj6YuRB9LJGJfPPosQwGl1wUTlPAJ+jTjPoJqjQ2NOs6hRpNXy+0u0vtRfgqSCAQCgeCxCUkNZ9Lf77Lm3EYjcaVWqXmx/vOs7fuZEFcmuJOLdTdSSgKfa3YbjAWnw/prpheP6rjXZHXvT3mj2StGja4lRWLNuY1M2z+XuKyE4g3+Pmis1FTu7EnLWXWo0qsCGls1ChKZjj+RWHESeitjceXo3IBuL+2mZtPRT6S4AiGwBAKBQMDtHKI/buzhtV3TuGJiSbCKUyW+7LmY8c1GGT34BYVY12qKdS3D3XGVzvxEVzfDGlAfnJXI0ZsWWVq1hmH1B7L+mc+p724sZM/FXmT0jikcDDtm4uiSQ2uroUqvitSbbEVm7XfJcFkHqnuWDhU19qkjsL34CSE/6ki8lIYil81abiVNqQssjeb2tKYlFhwVCASCssKd39A7v6mPQ3peBu8f+YSlp1aRJxn+NqtQMazeANb2+YwGHnUe+7PKOyqVCud+hjvIlax0luUbNu2OyIQ1V+/fkqaSozdf9FzEyAaDUWE4C5Sel8Hcw0v4+MSXZOtzijhD8aIoMjcCvuHALz3JzD5vZNfkV8Ut9nMc0l5GhZa0W5lcWRdKwMc3iDmehFRCLXjKKqWe5J6amoqXlxddunRh7ty5BvV0BAKBQPDf5OXlsWDBAv79919iYmIKOjo8CpcSrrHgyKcmd7D5Ovrwv6ffpKFnvccJt9go60nud5P47Qdknz9a8G+VlTWT2qxlW1JhfbCKtnBzqBZ73X8voQXGXuLDY8tMLg36Ovowp9106rgXXW7nYTB1ndOTbxGwdzoJkSdMHKHC2/MV1NeHoM8oWvDrHDR4t3PHu507OofynwJe6gILbrdXee655wyqRwsEAoHgwbGxsWH79u0FdfMeFlmR+fHyNtYGbkIysfNrYO1neKPZKKy11iaONg+WJLDyY8KIXTIe7toRmNa8Hw1yxxn4LWmtZkaTB5uFTM/NYOmpVfwbdtTIplVreaPZKwyq0++xc57uvs6yrCco4BsuHfsYWTJ+Ztu7VKNVrxW4+7RCypWJOZ5I5IEE8tKK7iyi1qmo0MqVSp08sPUsO/dXcWMWgQW3Z7JCQkKQJOM/bHOSmpr6WG+DggejJK5zfLbCqwclorOgS/op3on/wdBBpcZl0BtY+5WNt/HSQNzPpUNpX2eNRmPQi/RhScpOYeHxzzgdbVyR3tHKgf899Sbtfds8bpjFjiUJLICkHz8j60Rh82/UGt5r/zUbEysWDLlZQ/AwLU5WDyaKFEVh9639rDizxuTSYNeq7XmnzaTHqpl15zqnJlzB/+9pJMea7lxQo+kYGrZ/z6hoqKyXiT+bSuSBBLKi7z+R4lrXAa927rjVc3zkfodlFbMJrLKKpf0BWyrFfZ2TcxU6/qnnYjJ0Tvfn27AP0GEo3t1GzMCu5YP3SiwPiPu5dLCk63w6+hwLj31GUk6Kka2RZ33mtptGBXtPM0T231jSdQbQJ8cT89Fo0Bcmgmc37EJtZZqB37zmat5v8XC5dBHp0XxwdKnJGmVVnSqzoOP/8HP2faS4E+JjiAvaxNVTn6PIxvWv7Jwq06LHZ1Socv9OLoqikHI9g8gDCaRcy7ivr7WrDq+n3ajYxg0rx/KxfCh2EQosniy9Qr89EheToXXmJdaELzQSV879xz5x4koguBu9LPHNuY28s/99I3GlQsXLDYewvPuHZVZcWSJaV08cOhi2XrK9dICJbsEGY5+el4nJeri5jsqO3qzsuZiX6j9vZAtNi2D87rfZH3L4oWNOijnHmb+GcOXEUhPiSkWNpmPoMfLAf4oruJ3w71rHkYbjqtF0ek0qtHRBVYTqyE3OJ3RnLKcXXOXapjDSgjMpofmfUkMILIFFky8rvLBP4lisQsPsINaHLcBWMdwF5dBpIA5dBpkpQoHA/CTnpPD2/nlsuvQrCoYPLXdbV5Z1W8CYJsPRlkLxyicNx+5DUdnctYSmKEyP3miwJzBTD/P8H36HnVatZVyzUSzsNAsHnb2BLVufw/yjn/LFmbXkS0VXYb+DPj+L84cW8O+Pz5CZYjwr5uBag05DttG0y4dorexNnOH+OFSypfZLvrScXZdKXTzQ2JqWH4qkEB+QyvkvbnH20yCijyWizy5bqUQPihBYAotFVm7nXO0KV6iRG86m0Hk4yYa1ZuxadMH5udee2EJ3AsHF+Ku8tnMaZ2MvGNme8mnBt31X0NyrsRkiezLQ2Dvh2HWwwZgu6DTvu10yGFt7TeZS0qPN2LSr3Jpv+iyjpms1I9uv1/7krX2zic9KLPL42NCD7NvYjRv+Xxkk5QOoVBrqtJpM9xH78KjU+pHiuxtrFx3VnvWm9bx61BxaCfvKRbdZyorO4eavUZx6/wrXNoWTcj3DompqCYElsEgURWHqcZnNQQqV82LZEjIHdynNwMem4VO4vjQdlVrc5oInD0VR2HptB1P2zSI+2/DhqlFpmNB8NIs6z8bFRmyCKGkcOg1A7ehqMDY69HvsNIViQVZgxqlHn6nxcfRiVc8l9K3R3ch2MeEqY3dOJSDGsHZVTlYCp3ZN5Mjvw8hMDTE6ztmzIV1e3EnD9u+hKeZ+kxorNV5t3Gg6tSZNptSgQisXVFrTL8JyvkJ8QAoXVwdz5qNrhO6OJSex7NfSFE8egUXy0VmZzy/JVMhPYkvoHLz1hg8Q61pNcB/1HipN+UiWFAgehmx9Dh8dW87yM2vQ39PuxtPWnc97LGRovedQF5UQIyhW1Na2OPV80XAw7DKfu50xGNoZrrAv8tGLcVprrXn3qcnMaDMJK7XOwJaSm8r0/fPYcvl3ZFki+OIP/L2hA+FXfzc6j0qto0G7/9H1xZ24VizZ2U2VSoVjVTtqv+hL63l18XvWCxv3outj5ibnE/53HGc+usaFlbeIPZ2MlFs2C5iKXYT3YGm7VCyVx7nOX12WmHBUxkWfzi8hM6mbG2pgt6paF483FqK2sSviDE8O4n4uHcrSdY5Ii2LO4cXcSgk1sjWr2Ih57d/G1cbFxJFln7J0nR8WRZ9PzKLXkBJjCsbUXn60rLSc6JzC3LcmbuA/UIvmMUsWXE+6xdzDi4nOiDUYd9Vn83xeMvYZESaPc/duRY3Wc/Ct3uqxPv9xUOTbuw9jjieRdCnt3lVLI9RWatwbOuHZ3BmXOo6oNWUjJUS83gssii1BMhOPythLWXwXNt9IXGm9/fB4/QMhrgRPJEfCT7Lw+HIy87OMbC/Vf54xTUaIRHYzodLqcO7zMkmbPi4Yk2NC+Kb+YfrldC4YC0yCjUEKr9R+PJFQ26063/RexkfHl3M88jQaRaZlZhQts6LRYDyvorN2pmH7WVRrNJzkZOMSHqWJSq3Cta4jrnUdyc/QE+efQuyp5CJrasl5MvEBKcQHpKC10+DRxBnPZs44Vbc3a20tIbAEFsPvwTIjD0hYyXmsDf+I5tnXDOwaD288x3+E2t7RTBEKBOZBkiXWnf+BzZd+NbLZ6+yY+fQUOvg+ZYbIBHdj27wzuv2/kB9VWKah+blNNKvbjrOphUt6s05LDKmuwq6InKQHxdHagYWd3mPLoY/IDvwWVxOV2AEq1xlAk07zsbGv8FifVxLoHLRU6uSBT0d3MiNziD2VTHxACvos0/lq+iyJmONJxBxPwspZi0dTFzybO+NQ2bbUNzuJBXiBRfBXqMyw/RIqWc/KiI9pn2mYrKlx9sDzjUVonN3NFKFAYB7SczP434EPTIqras5V+br3p0JclRFUajVO9zSClpJiWW29x2AsKguWnX/8vKLsjGhO75yATcAqk+IqVW3Nny51iarRD2u7sl3/TKVS4VDZlhrP+9D6/brUfbkKrnUd4D6aKS9VT9TBBAI/u4n/ouuE/BVDelhWqdXXEjNYgjLP3giZQfskZEnii4il9Eo/aWBX2zvjMWERWncvM0UoEJiHWymhzD64kMiMGCNbd7+OvN1mIrbFvPtL8HjY1GuFVfWG5N26WDBW6eQPDGjTmW1xDgVjiwNlxtZV42X38LMuspRP0Nm1XD7xKZKJ5WIZCLDz5pS9D3qVhuVn1nAj+RZvtRqPlUZnfMIyhlqrxqOpMx5NnclLyychMJX4s6mkhxj/X++Qk5BHxP54IvbHY+2qw72xEx6NnXGsaldiy4hCYAnKNAejZZ77W0KSJJZHLuPZtCMGdpWNHR7jP0RX8dFaQggElsrBsGMsOr7CqB+dRqVhUosxDKzdV9R/K4OoVCqcnx1N/IrCdjlKVjofZ2xhO68VZEdl6uF9f5nVHR4uZy4u/Cjn9r9HetJ1k3bnik056lKbY8khBuM7bu4jJDWcDzr+736TQmUOKycdPh088OngQU5iHvFnU4g/m3rfHoi5yflEHUwk6mAiVk5a3Bs54d7YGefq9qiKMUFeLBEKyizHYmWe2S2Rq5dYFrmcAamHDOwqnTUery3AyreWmSIUCEof6f9b3sw9vMRIXLnZuLC8+4c8X+cZIa7KMNbV6mPbtIPBmK3/X7zjFW4w9s01mcvJD7aclZ0Rw6mdEzj86wsmxZXO2oVmXRfT7cUdzO69jBENXjDyuZRwjdd2TeN6yq2H+N+UHWzcrfDtXoHm79Si2Tu1qNzdE2u3+8/I5aXpiT6axMWvgjmz6Brp4UXPgj0sQmAJyiRn4mX67JLIzpf4NPJznk89YOigs8L9tfexrtHQLPEJBOYgPS+DmQc/YpOJfKt67rX4us9SGleob4bIBA+L87NjQHdXvSdZZnLoWmzV9xQfPXn/4qOylM91/9X8vaE94de2mvTxa/gSvV49QvUmo1Cp1GjUGl5rOpL328/ARmNt4JuYnczsk4vYG3zgkf9vZQF7bxv8+nrRclYdmrxVg8pdPbHxKLq+FkBuUj7Bfxgvtz8qYolQUOYITFTouUsiPU/mk6gvGZy639BBq8Nj7PvY1G5mlvgEAnMQkhrGrIOLiEiPMrL1qd6Nqa3HY625/wNEUHbQunvh2GUQ6X9vKRwMCuDzzv68Ft+yYGhHuMI/kTLdKhnPh8SGHiTwwNwilwNdKjSiWdfFuHmbrkXZpWo7fJ18mHVwITGZcQXj+bKeD499xq2UUMY2GYHGgkt7qFQqHKvY4VjFjqrPVCQrOoeE82kknk8lKybXyF/JL76ipUJgCcoUl5MVeuzUk5IjszhqJUNT9hk6aHR4jJmHTR3LKV4rEDwuh8NP8NGxz0zmW01uMYYBIt/KInHsNoTMk38jpxZ2ouh7cS2VqjQhMrdwaevtkxL+A1Wo//87zkgJ5vzB+UTf2mN0Trhd06pBu5lUbzQC1X+Io5qu1VjTZynvH/6EgFjD3dk/XP6d4NRw5rSbhr3O8msLqlQq7H1ssfexpWrvimTF5ZJ4PpWE86lkRuSgtddQ9Zni2ywlBJagzHA9RaHbDj0J2TIfRX/FSyl/GzpodLiPmYNNvZamTyAQlDNkRea7Cz+x4cKPRjYXa2cWdHiXJhUbmCEyQXGgtrbF+dnRJG/6pGBMTohkfa2d9Mx9rmDsXCJsvKHwUtUMrp5awY2ANShyvslz+jV4kYbt38PazuOB43C2duKTrvP40v9btl7fYWA7HnmaCXtmsLDTLCo5ej/k/7BsY1fBGrvuFfDtXgFZL6NSqUSSu6D8cTlZodNfemKyFD6MXs3I5N2GDhot7q/Owrb+43dzFwgsgaz8LOYcWmxSXNVxq8k3fZYKcVUOsGveBauqdQ3G6p/9gbb2hdXUVYrMtoM/sHt9O66fWWlSXLlUaEjnoX/SoueyhxJXd9CqtbzV6nWmt56ARmU46xWSGs743e8YNYsuT6i16mIVVyAElqAMcCFJofP/i6v5MWt4OXmXoYNag/srs7BtKIolCp4MItKjeWPPDI5EnDSy9a7elS96LKSCfdkuDCl4MFRqNc4DxxuMKTlZrMr5AYA60mkWZz/LiIx3yMuONzre2s6D5j2W0vXF3bj7PP7sfv9avXi/1ds4Wxt2xEjLS+ft/fPYen3nY3/Gk4JYIhSYlXOJCt136EnKkfkw+mtGJd/zFaMC3QAAIABJREFUx6tW4z5qJraNnjZPgAJBKXMqKoD5Rz8lIy/TYFyjUjOh+WgG1ekn8q3KGdZ+dbFr2ZWsM4Ubeuwvb+fLmqfwyt5v8hiVWkfNZmOp1+YtdNZOxRpPQ/e6fN17Ke8d/MigabikyCw//TW3UkKZ0vI1tGohIe6HmMESmA3/eIWuO/Qk50h8GvW5SXHl9vJMbJu0N0+AAkEpoigKP17eyrsHPjASV05WjnzS9X1eqPusEFflFOd+o1FZWaNX6wlzieK8z9UixZVX9R70ePkAjTvOLXZxdQdvh4qs7LmY9pXbGNn+uLGb6fvnkZKTViKfXV4QAktgFs4kqem2U096jp4vIpYyJOUfQweVGrcR72J3TzE+gaA8kqvP5aNjn/HV2Q3IiuE28Roufqzps5QWXk3MFJ2gNFA5OpHczJtAn6tEO8ejqIwLjIaravKBzUYu1d6Ao2v1Eo/JTmfHBx3/x8gGg41s52IvMm73dG7eUxFeUIgQWIJS52iMzKDDdmTn5LM6fDH90w4bOqg1uI36H3bNO5knQIGgFInNjGfS3pnsDTloZOtUpS1f9lyMt0NFM0QmKA0URSHi+l/8/V0nrsVsR68xLiyarXLiW6v3edtuD4HaTvzvtER8duk0LFar1IxtOoK57aZjdU+dtZjMOCb+/S6Hw0+USiyWhhBYglLlULRMr10S+rxcvg37wKhx8+1SDHOxa9rRPAEKBKVIYOwlxu2ezvWkmwbjKlSMbTKc+e1nYKezNVN0gpImMeoMB37qz8kdr5GZGmJkVykqvNI8qOvzDjutRiOpbtfGSs6Fd0/dv8J7cdPNryNf9liEp627wXi2PofZhxbx/YWfUZTSEX2WghBYglJjf6RMn90S5Gbxfeh8OmWeNbCrdNZ4vD4f2wbGa/4CQXlCURS2XtvB1H/mkJyTamCz09qysNMsRjYcIvKtyinpSUGc+HMsB356lqToMyZ93DKdaRxVh6rJlfA+8xevV0oysK+/rnAkpviqjj8Iddxr8nWfT6nvUcfItu78ZuYf+YQcvXF19CcVIbAEpcKucJln9khoczPYHDqXp7MuGthV1nZ4jP9IVGgXlHtypTw+Pvkly8+sQVIMZyF8HX1Y3ftT2lZuZaboBCVJVnoU/nuns/f7zkQG7TDp4+bdknZdVlErsRo2+tt9ApW8HObEbsDxnr7FbxyRyJdLd9bI3daN5d0/pFe1Lka2f8OOMunv/xGXaVxO4klECCxBifNDkEz/PRK2uan8GDKLFtnXDOwqWwc8JywSjZsF5Z74rESm7H2PnTf3Gdme8mnBV70/oapzZTNEJihJ8nKSuXDoA/asb0fIxR9QFOPlPXvnqrR55hs6D/0Dr6YDsW/Ty9Ah8F/WeBnO+l9Mhi8ulu4sFoC1xoqZT09hQvPRqFWGMuJG8i1e3z2di/FXSj2usoYQWIISZeUliRH/SrjnJfJLyEwa5dwysKsdnPGc9DFWVY2nnAWC8sT5uMu8vmsaVxJvGNlGNhjMwk6zcLRyMENkgpJCn5/F1VMr2P3tU1z3X4Us5Rj56KxdaNxpPj1HHaJy7cIaZ07PjEJlY2/g2+nUSlo7G55jXoBMREbp5z6pVCqG1nuOxZ3n4KAzjDM5J5W39s1mR9DeUo+rLCEElqBEUBSFBQESk47J+OVGsjV4BnVyww181M7ueE76BKtKJb/dWCAwF4qisP36Lt7aN5uknBQDm63WhgUd3mVs0xFo/qMpr8BykKU8bgZuYPe3T3Hp6GLyc43rRWm0ttRp/Sa9R5+gVvPXUd+zQ0/j6Irzc2MNxqSkWNZLhq2TMvJh2onSTXi/mzY+zfmq98f4OvoYjOfL+ttL4ae/Ri/rzRSdeRECS1DsyIrCW8dl5vnLNM26ztbgGfjmxxn4qJw9qDD5E3ReVcwUpUBQ8uRJ+XxyciXLTq82yreq5ODFql4f06lKWzNFJyhuZFlPyKWf2LOhA+f2zyQ3yzgXSaXWUr3JK/R69TgN283Eysa5yPPZt+mFVXXD1AmnU1uZXcFw1+kvwQp7wkt/qfAOVZwq81WvT2jl3dTItvX6Tqb9M5fke14ungSEwBIUK/mywqgDEp9fkumUEcCPobNwlwzf3rSelbB+ZS5aD58iziIQWD7xWYlM2TeLHTeNl0laezfj695Lqe5S1QyRCYobRZYIu/Ibe7/rhP/fb5GVFmbSz7fOQHqOOkyzrouwfYDaZiq1GtehU0BzV3a7IjP++pdUsDIU7JOOSeTozVcmwdHagcWd5zKk7nNGtsC4S7y+azrXEoPMEJn5EAJLUGxk6xWe3yuxKUhhQMoB1ocuwF42zBfQ+dbCc8pS1M4P3+1dILAUzsVe5LVdU7mccM3I9lL951nceQ6O1iLfytJRFJmI63+yd2NXTu+eREbKLZN+Ff260m34Xlr3XYWDi99DfYauoi9OPYYZfm5kEJtt/jIYC0qDRYHmm8UC0Ko1TGwxmlltpxoVJY3LSrhdUDf4gHmCMwOiU6OgWEjJVej/t8ThGIWxCduYF7vOyMe6TnPcX52N2sYOkpJMnEUgsGwUReHnq3/w9dkNSPe0vLHRWPPuU5Pp6ifaP1k6iqIQdXM3V45/SmrC5SL93Lxb0rD9TDwrP94ysGP3IWSdO4g+pnBmrJ7/Rvo3f4o/0gtnwhaelXmuqprmHuatn9azWmeqOlVm1qGFxGclFoznSXl8eOwzrifdYlyzUWjLed6hmMESPDYxWQpddug5HC0zM2aDSXFl27wzHq/Nvy2uBIJySFZ+NvOPfMKqgG+NxJW3Q0VW9loixJWFoygK0bf2sv+H3pz4c3SR4sq1YhPaDdxM56F/PLa4AlBpdbgOfcswlrxcPov/Cg2Fy4J6BV4+oCdXMn9F9TruNVnTexmNPesb2X6+up0Z/84n1UTyf3lCCCzBY3EpSaHNdj0XE/Qsi1rOhMTfjHwcOg3EbcQMVFqdiTMIBJZPZEY043e/zb9hR41sT/m04Jvey6jpWs0MkQmKA0WRiQzayf4fenJs+8ukxJ036efs2YCn+2+gy4u78PLrWqyV+K2r1ce+XT+DMaub/qxzMezleikZ5vmbd6nwDm62LizrtoCBtfsa2fxjAhm3+22CkoPNEFnpIJYIBY/Mv1EyA/dK5OXksDZ8Cd0yjFs+OD87BoeuL4iWH4Jyy6Hw4yw8tpxsEzWOXmk0jFGNhhoVYxRYBoosEXHjL66eXE5a4tUi/Zzc61D/6bfxqdkXVQl+1879XiX74nHk1MJlt+6Ba+jQqCmH05wKxj45L9O/qoq2Fc1/3+k0Ot5qNY6artVYfvpr8u8q2RCdEcuEPTOY1voNelfvasYoSwYhsASPxPfXZcYelnDPTWRL2AKjAqKo1bgOfQv7Nj3NE6BAUMLoZYlvAzez+bKJWVsre2a3ncbTlVqaITLB4yLLeiKubePqqRWkJxW9883BtQb1n5pO5dr9UZVCPpHa1h7XQRNI/PaDgjElI5X1WRuop36T/P+fuJIVGHVA4tzzKux1ZePltl/Nnvg5V2Hu4cUkZicXjOdKeSw6voLLCdeZ1GIMVprys9JhfnkrsCjuFBAddVCiVuYt/rg13UhcqXTWuI+ZJ8SVoNySnJPCjH/fNymuarpWY03vpUJcWSCylE/IxS38vaEDp3dPLlJcObjWoGWvFfR4+QC+dQeWiri6g23jdtg0Nszrsg7cyxpvw2XLoDSYebpsLBXeoaFnXdb0XmqyWfT2G7uYsve9ctXHUAgswQOTJymMPiQxz1+me/opfg95F299ooGP2s4RjwmLsG3QxkxRCgQlS2DsJcbsfAv/GOM8nJ7VOrOy5xIqOXqbITLBo6LPzyLo7Dr2rH8a/73TyEwNMenn6Fab1n2/oufLB6lafwhqtXkWgVyfn4Dqng1Dvfy/pKN7nsHYF5dk/o0qWyLLw86dFd0/YkCtPka2y4nXGbtrGv4xgWaIrPgRS4SCByI1T+GFfRL7ImTGJP3B3Jh1qDHcqaL18MH99QXoKohmtYLyh6zI/Hh5K2sDNxntEtSoNExuMYYBtfuKfEMLIi8nhZvnviXo3DrysosuHePs2YB6bd4q8RyrB0Xj4oFzv9Gk/PplwZiUGM0G/RYaaEaRfVcN0lcPSpwfpMLJquzcl1YaHVNbj6e+Rx2WnlpFrlQoDFNz03h7//uMbTKcl+oPsui/JyGwBP9JWIZC3916riZJfBi9hlHJO418rKo3xH3MXDT2TibOIBBYNqm5aSw8tpwTUf5GNg9bN6Y3GU/bGmLW1lLIzojmRsAags9vRJ+fWaSfa8Um1G0zFe/qPcvcg96+bV+y/PeTF1xYKkJ3/DfW9mnO8NBGBWOhGTD9hMQ3Hcve475X9S7UdK3GnEOLiMyIKRiXFZk15zZyOeE6M5+egoOV/X3OUnYxvxQXlGlOx8s8tV1PaEIWG8IWmBRXdq264zlhoRBXgnLJpYRrjN051aS4aunVlHV9l1PXtZYZIhM8LOnJN/HfO51d69pww391keLK3bsV7QZupsuLu/Cp0avMiSsoqo2OQuejS3nGI8PAd+01hZ1hZWup8A41XP34us9S2lZqZWQ7EnGScbvf5mZySOkHVgwIgSUokk03ZDr8KaFOiWNr8Aw6ZwQY+Tj1HYXrS9NRaa1MnEEgsFwUReHnK9uZ/PdM4rISDGwqVIxu/BIfd5mLy32a9QrKBolRpzn+5xj+3tCBkIs/oMj5Jv28qnWj0+CtdB72R7HXsSoJdF5Vce73isGYnJrIqvgvcdAapnCMPSyRlGP+AqSmcLRy4KNO7zG2yQijkiYR6VGM3/02f9zYjaKUzfiLouzNGQrMjiQr/O+0zKfnZVpkXWFN+EIq6O/phK7V4fbSdOyadzZLjAJBSZKel8GSE19wOPyEkc3Vxpk57abTwquJGSITPCiKLBEZtIsbAatJijaefSxApca3znPUbjkRF88GpRdgMeHQaSA5V86Qe/1swZj68lF+7ryfvvHdCsais2DyMYnNXcvmY1+tUjOy4WDqutfig6OfkpqbXmDLk/NZeuorzsZe4O02E7HXWUZHEDGDJTAgOVfhmT0SnwZKDE/axc8h7xmJK7WDM54TlwhxJSiXXE64xmu7ppkUV00rNGRd3+VCXJVh9HmZBJ1dx+71bTm547UixZVaY031xqPo9coxWvdZZZHiCm4vFboNfxu1naPBeONjqxnlFmUw9sNNhV9ulc2lwju08m7KN30+o6678bL7/tAjvLZrGteTbpohsoenbEpZgVm4mqLQf4+e0JR8lkSv5qWUv418tBWr4PH6ArTuXmaIUCAoOSRZYsvlrXx7/gckRTKyj2jwAq82fqncN6i1VLIzYrh5bh23zm8kPze1SD+tlSM1moyiZrPXsbH3LMUISw6Nszuuw6aS+O2CgjElL4cPby1lh+cSEvILH/VjD0k0c1dR07nsLn9WtPfkix6LWHPuO365+qeBLTI9mgl7ZjCh+WgGlvFdu0JgCQDYESbz0n4Ju6xEfglfRPPsa0Y+1nWa4z7qPdR2DmaIUCAoOeKzEvno2Gecjb1gZHOycmRW26k8VamFGSIT/BfJMecIOreO8Gvbi8ytArBzrESNZmOp1nA4OmvHIv0sFdvGbbF/ug+Zx3cVDkZeZ5v3j7TPH1EwlJYPL+zTc/w5LbbasitOrDQ6JrUYS9MKjVh0YgUZeYUbEvJlPSvOrOFs7AVmPDUJR6uy+UwSAusJR1EUlgTKvHdapkXWZVaHL6aiPtnIz6HrYJz7vVKqFYsFgtLgaMRJlpz4wiDn4w4NPeoyr/3bVCgnMx3lBVnKJzJoJzfPriMx+vR9fV0rNqFWi/FUqtXPbIVBSwvnAePIDTqPPj6yYKyq/8/MbtuMD1MKl0ADk2DiUYlvO5X969Hetw3rXJcz/+inXE4wfPE/FH6c60k3eb/9O9TzqG2mCItGpZRQWn5AQAAtWrTA39+f5s2bl8RHlAhJSUm4ubmZO4xSITNf4bXDEluCZEYk72Z+zBqsFL2Bj8rKGtdh07Br3qlYP/tJus7mRFznosnV5/LV2Q1svW5ceuROwu3LDYc+0JKguM6lQ0zUTVIi/uJW4HdkZ0Tf19e7ek9qtRiPR6WnyvQyUnGTF36DuOVTQSr8LVe7VGBAnRWczjCc6VnbQcOYusap2GXxftbLer45t4kfr2w1smlUGsY2Gc7QegPQlKFJgLIvXwUlwtUUhRf26bmRmM/H0V/xYspeIx+NuzfuY+Zg5VPdDBEKBCVHcEoY8498SnBqqJHN086dOW2n06SiZSY9l0dS4i9x8+w6wq78hiznFemn1thQtf5gajV/HUe3mqUYYdnByrcWzn1HkfrnuoIxOSWOnzK+orH2bTL0hWJz4jGJ5h4qmnmUfQGqVWt5o/krNK3YkEXHlxvMOEuKxNfnvudkVADvtX2LimVkxlkIrCeQH2/KvHZYwjErnl/ClxSdb/XyTNT25S9XQfDkoigK22/sZmXAt+RJxg/qjr5P806biTiVwxwdS0OW8ogM2smtwA0kRJ68r6+tgzfVm7xCtUbDsbZ1L6UIyy4OXQaRc/UMuTcKe/rpLh3ijx6t6BrVuWAsV7qdj+U/UIuLddkXWQBPV2rJ2r7LWXBkKRfiLxvYzsVdZPSOKUxtPZ7ufh3NFGEhQmA9QeRKCtNOyKy6fLtZ87LI5bhKxnknjt2G4PTMKJFvJShXJGQlsuTEl5yKNi6Ya62xYlKLsTxbs+y1RHnSyEqL4NaFjYRc/IHcewq83ou7dytqNhuLT80+qO+uaP6Eo1KrcR3+NrEfv4GSVVjVvfahr5jTrR4fhFYsGLuVDqMOSmztoUFtIfd+BTsPlnf/kA3nt7Dp0q8od/XFzcjP5IOjSzkReYYprV43awK8EFhPCCHpCoP3SQTG5TEn7nteT9xm5KOyssb1xenYNTO/8hcIipN/Qg7x2emvSc/LMLLVcPFjbvvp+DlXMUNkAgBFkYkNPcCtwO+JDt4LStG1mtQaKyrXfo6aTUfj6tW0FKO0LLQunrgOfYuk9R8WjCm5WUwIXMShGks4mGhdMP5HqMIngTLvNrWcl2qtWsPYpiNo5dOMhceWE5MZZ2DfG3KQ83GXmdV2qtmW+4XAegL4M1Tm5QMSDhmx/BrxicklQY27Nx5j5qLzqWaGCAWCkiE1N43lp79mf+gRk/ZBdfoxrtkorDWi1ZM5yM1OJPTSz9w6/z2ZqSH39bWxq4BX7cE0aD2u3NSvKmnsmrQnp01Psk4W1jTUR95kk9sXNLOeTkJu4YzVe2dk2lRQ0dnHsuqPN6nQgHV9l7P89Br2hhwwsMVmxTNl3yxeajCIVxsNQ1fKs5yPJLD8/PywsbHBxsYGgJkzZzJ06NBiDUzw+OhlhdlnZJYEyvRMO8HSyOW4yMbNTW2btMd12FTUtpbZsVwgMMWJSH8+PvkFidnGZUfcbV2Z0WayqG1lBhRFJj78GMEXNxMVtBPZRC7c3XhUfpoajV/Bp2ZvUlIzsLEvW7vbyjouz79BXvBl9HERhYMXDrK7Y3Va5T5fsLgmKzBsv8TZ51VYmzxT2cXByp7Z7abydKUWLDu1moy7mngrKGy+9Cuno88yq+1bpTpT/cgzWL/++isNGzYszlgExUhEhsLwfyWOR+UxL3YDY5P+MHbS6HAZ+Dr27fqJvBNBuSErP5tVAev5M2iPSXvXqh2Y2mqcSGQvZXIy4wm9/BPBF38gMyX4vr5aKweq1BtMjcajcPKoU0oRlk/U1ra4j5lH3GdTUHKyCsYrHt7A2q5+jIkpLKMUmw1D/5H45WlzRPr4dPPrSEPPeiw8vpxzsRcNbNeTbjJ251ReafQiw+oPLJWODGKJsBzyyy2ZcUckHNJj+D3iY5pm3zDy0Xh44z7qPax8jfs9CQSWyvm4yyw6voKojBgjm6OVA1NbjaNbGdhd9KRwO7fqIMEXNhF9628UWX9ff2eP+lRvMgrfus+jK6PVuS0RXUVf3Ea+S+La9+FO6UtFodfRjxnVahnfJfkU+B6OUZh93po1XRSLfPGuaO/Jsq4L+OnKdtad34z+rnsuX9bzTeBGDoUf492n3qSGq1+JxvJIhUb9/PxwdnZGlmXatGnDokWL8PQ0XBO/U2j04MGDNG1amIhobW2NtXXZnYAsiwXWHpT0PIUpxyXWX5MZkHqQD6NX42xqSbBZJ1yHvonaxnxLgpZ8nS2JJ+U6Z+VnsebcJrZd32mwo+gObXxaMKPNRDzsSmYL/5NynR+UzLRwwi7/QsilLWSlRdzXV62xplKtvlRv/AruPq3u+1AX1/nxSNv7I2k7NhiMqTx96V7lU67m2BmML22jZlpjy0l6N8X1pFt8eHQpoSbuQa1ay8sNhzC8wSC0JVTh/5EEVlhYGFWqVCE/P5/Zs2dz4cIFdu40rIZ8R2Ddy4wZM3j33XcfPeISJjk5GVdXV3OH8dCcTlTzxmlbklMz+Sj6K/qnHTZ20ujQ9X4ZbfOuZn8zsdTrbGk8Cdc5IP4Cqy9+R3xOopHNRmPNq3WH0cO3U4ne80/Cdf4vJH028WH/EBO0leTok2BC6N6NnXMNfGq/gFf1/uhsXB7oM8R1fjwURSHv9y+QLp0wGM/wa05Th7nkKoaCal2bbAZUvv+sY1knV8rjxxvb+CN4N7KJe7K6UxUmNRpDNafHz826V/w/dquc6OhoateuTXq6YT0lMYNVOuhlhYXnZBYEyLRNP8vSyBV4640fNFrPSriNeg+ryjXMEKUxlnadLZXyfJ1Tc9P40n8dfwcfMGlv5FmPmU9PoZKjd4nHUp6v8/1QFIWkmABCL/1I+LXt6POM6+rdjUZrQ+Xa/anWaARu3i0fWvQ+qde5OJFzc4hfMY38qFsG46Eth9I+e4TBmJUa9vXV0MHbsnYWmuJywjUWH//c5GyWRqVhZMPBjGjwQrHuNHzoebHMzEzy8/Nxcbn9xrFlyxaaNWtWpL+DgwNOTk6PHqGgSILTFEYckAiIzmFO7HeMSfrTpJ9dy664vDAJtY2dSbtAYEkoisK/oUdYceYbUnJTjezWGitGN36JwXX7l6m+ZOWJ7IwYwq78RujlH0lPCvpPf2fPBlRrNALfOgOxsnEuhQgFRaG2tsF9zFzilk1Bziz8+6l65ic2d67G8Ph2BWN5Mjy3V+LosyrquVpePtbd1Peowzd9P+O7Cz+x5fLvyHfVWpMUiQ0XfuRw+Ak+7jK32FIJHlpgxcbGMmjQICRJQlEUqlevzvfff18swQgeDEVR2BykMOGoRNW0IHZGLKVWnrEqV9k54PrC5GJv1CwQmIv4rEQ+O72aoxGnTNqbVWzEO20mlsqs1ZOGPi+TyKAdhF35jbiww/zXEqDO2hnfOgOo2mAYrhWbmD0tQVCI1t0L91dnEb9qJshSwXinY58xr2Ml5kf7FYwl50Kf3XqOP6fF286yv0NrjRWvNx1JB9+nWHL8c4JTwwzsN1NC+PTkKhZ3mVMsn/fQAqt69eqcPXu2WD5c8PBEZym8cUTirxA9byT8xrS4H9AhGflZ12mO24vT0Lh4mCFKgaB4kRWZv4L2svrsBjLzs4zsDjp73mj+Cs/U6CEe5MWILOuJCztE2JXfiArahaTP/o8jVFSo2hG/BsPwqdEbjdamVOIUPDzWNRvjMnAcKb+tKhhT8nJ53f8DLjX6hF8TC5diQzOg3x49B57R4mhl+X9f9dxrsabPMr6/8BM/XP4N6a7ZrJjM+GL7HFGmwUJQFIWNNxTeOiHhmhbBL5Gf0yr7irGjzgqX/mNv17ZSW/66uUBwLTGIz06v5kqicbkRgPaV2zC11bgS2yH4pKEoCqnxFwm98isRV7eRkxX3n8fYu1TDr/4QqtQfjJ1jpVKIUlAc2Ld/lvzIW2Se2F0wJifHsezmB8RVW8Sh5EKBHJAAQ/6R+KOXBp3a8kWWlUbH2KYjbs9mnfiCmykhqFAxrP6AYvsMIbAsgIgMhXFHJP4Oy2d8wu9Mif8RGyXfyE/nWwu3ETPQVfQ1Q5QCQfGSnpvB2sBNbL+x22TpBVcbZ6a0HEfnKm3FrFUxkJ58i4hr2wi/to30JNNi9m60Vg5UqtUPv/pDca/URnwHFohKpcLlhQnkx4SSF1L4wq6KDOIH24V0c5vDtczCpO/dEbdXUL7poCk333cd95qs7fsZQckhuNg4UcGu+FZ9hMAqwyiKwrprCtNP3M61+ivqcxrkmKiArFLj2GMYTr1eQqURX6nAslEUhT3B//JVwAaTSewAvat3ZULzV3G2FhtoHoes9Cgirv9B+NWtpMSd/09/lUpDRb/OVKn3At7Ve6LViY0zlo5Ka4X76DnELXsTKSWhYFwJOsueektpbfMOcXmFm0XWXVOo4iAzt3n52UCiVqmp7Va92M8rnsZllJB0hdcOSxwJz2Za3BZeS9yGFuMO8xoPb9yGv4N1tfpmiFIgKF5uJofw2emvuRB/2aTd19GHKa3G0cq7qUm74L/JzU4k8vpfhF/bRkLkf9erAnCt2ATfuoPwrTNANFouh2ic3PAYv5D4L95GzkwrHL9ylEONbGmmnky2XJhyMs9fxstWxev1RBrK/RACq4whKwqrr8i8e0qmYcoF/o76gmp50caOKjUOnQbg1Odl1NYikVRg2WTlZ7H+/I/8du1Pg4TTO1hrrBjZcAhD6w3Aqhjr1Dwp5GYnERW0i8gbfxEXdhhFMd4Ycy92jpXwrTeIKnUH4eReuxSiFJgTnVcVPMZ9SPzK/6HkFm4ksb+wj8PNHGiVOxrlrmXBcUckJEXhjfrlZyaruBECqwxxNkHhjaMSl6MzmBW7nhHJppvV6rz9cB02FauqogmqwLKRZIndwf+y9twmknKSTfq0r9yGSS3G4O1QsZSjs2xysxOJCtpFxPU/iQ8/+kCiytrWnUq1++NbZwDuPi1RqcQMxZM4K2qvAAAgAElEQVSEVZXauI+dR8Lq2SAV5vlWPLuNPS3s6ZkzzMB/wlEZvQyTGwqRZQohsMoAqXkKc8/IfHlJol/qYb6MWYeXPsnYUaPDqecwHLsNQaUVb/ECyyYg5jwrA74lKNlEXiHg7VCRN1u8RtvKrUo5MsslNyuByP+fqXpQUaWzdsKnZl986wzA07cd6hLqyyawDGxqNcHqhTfJ++UzkAtnk+v5b+anlg4Mze5n4P/mcRm9AlMbCZF1L+IvyYwoisKPNxWmnZBwSg7lh5g1tMs0nWhq5VcP12FvofOqWspRCgTFS3haJKvPfseRiJMm7Tq1lpcaDGJ4/UFYa8tuW62yQlZ6JFFBu4m6uYuEiBMPJKo0Whu8q/eicp3n8PLrikZcZ8FdaOu0wOGlt0na/Anc1U2v7Zmv2dzOnuEpXQz8p524PZP1ThMhsu5GCCwzcS1FYeJRiRPhmUyN38LoxD9NFgxVWdng3O9V7Nv3QyXafggsmLTcdL6/+BO/X9uJVIQIaOPTgjdbjKWyk08pR2dZpCVeJ+rmLqKCdpEcG/hAx2i0Nnj5daNS7WfxrtYdrZV9CUcpsGTsWnZFzskk5deVBuMdjy/n+052vBzXxmB8ximZfBneayaeU3cQAquUydIrLDwr83GgxDPJBzkYu56KppYDAeu6LXEdMhmtm8g9EVguelnPtuu7+O7CT6QV0QzYz9mXic1H09qneSlHZxkoikJybCBRQTuJurnrgfr/AWi0tnhV607lWv3wqt5dlFUQPBQO7Z9Fzs4kbceGwkFZpsuhJXzXbS6jIg138846c3u5sDyVcHgchMAqJRRF4ddghRknJWwSQvghejVPZV0y6atxrYDLgNexadyu3BRzEzx5yIrMgdCjrDv/AxHpUSZ9XKydGd34RZ6p2ROtmKE1QNLnEBd+lOibe4gJ3kd2hondxCbQaG3xrt6DSrWexataVyGqBI+FY/ehyFnpZPz7W+GglE/Xf+bzc6e3GRLbzsB/nv/t5cL5LdRP/PNLCKxS4FSczNQTMpei0nkrbguvJP1lsqYVGi2OXV/Asccw1Fai9ILAMlEUhRNR/qwN3FRkArtOreWFuv0Z0eAFHMRSVQE5WQnEBO8j+tbfxIYeRDLRd9EUOmtnvKv3xKdmHypW7SRElaDYUKlUOPcfi5KdadBSB0nP0/8u4Y+2E+if0tvgmA/O3l4uXNjqyRZZQmCVIGEZCu+dlvjleh6jknbwdcJPuEgZJn1t6rXC+fnx6DxFHy+B5XIu9iLfnNvIxYSrRfp0rtKO8c1GibIL3BajaYnXiLm1l+hbe0mMPsODFP4EsLH3wqdmb3xq9MGz8tOoRX0wQQmhUqlwGTIZOT+XbP9/Cw2KQrOjK9nbMo0eWYPhLjG1OFAmJQ8+b6suF70LHwUhsEqA9DyFJYEyS89L9Eg+wv7Y76iaH2vSV+NaAZfn38Cm4VNPtNIXWDbXEoNYG7iJU9Fni/Sp616Lic1H07jCk911QJ+fRVzYEWJC/iE2+B+y0iMf+FgHl+r41OxDpZp9cfVqKupUCUoNlVqD2/B3SLF1IPPInwa2umc2cqhROp2lV5HvuidXX5G5mabwczcNLtZP3vNNCKxiRJIVNlxXmH1GokrCJX6O/ZZm2ddNO2t1OHYdjGP3IWI5UGCxhKSG823gZg6GHy/Sx8/ZlzFNhtOh8pP7EpGefIuY4H+ICfmHhIjjyFLegx2oUuPu3RLv6j3xrtETR9eaT+w1FJgflVqNy6AJqO2dSN+z2cBW7cI2jtdOpb32TfJVhdJib6RC2z/0/NVLS3WnJ+veFQKrGFAUhR1hCrPOSGRER/BB7Hf0Tj9RpL9t0w4493sVrYfYii6wTIKSg9l48RcOhh1DKWJJy9uhIq82epHufh3RPGEJ7Pq8TOIjjhEbeoCYkH/JTDGdi2YKrc6eilU74129J17VumJt51GCkQoED4dKpcK5z0g09k6k/P6Vgc3n+r+c8cugo8MMUpXCiYMrKdB6m55tPTW093pyZl2FwHpM/omUmX1GJjgygcnxPzM8ebfpBHbAqlp9nJ97DWu/eqUcpUBQPFxJuM73F3/mWOTpIn3cbFx5udEQ+tXoge4JyQtSFJmUuAvEhhwgNvQACVGnUeT8/z7w/7FzrIRXte541+iFZ+W2ovCnoMzj0PE51HaOJP2wFOTCunZuIafxr/w+PT1mcyvfoWA8MRe67ZD4pgO8XPvJEFlCYD0ix2JlZp+WuRCexMT4XxmRvBsbxfS0v9azEs79XhVlFwQWS2DcJTZe/JnT0eeK9HG0cuCl+oN4vs4z2DwBAiEnM47Y0IPEhR4kOuQA+TmJD3ysSq3Fo1IbvPy64VWtK45utcVvg8DisGvZFZWdA0nrP0LJzy0Yt464xIH89xhZdR4HM90LxvNkGHVQ4lqqwgct1ajL+T0vBNZDcjbhdo7VieAUxif8ztdJf2FbhLBS2zvj1Hs49m37otKISy2wLBRFwT8mkO8v/kxgnOmabQD2OjsG1enHkHrP4WjlUKSfpZOfl0FCxHHiwg4RF3aYtMRrD3W8jV0FvKrdFlQVqnREZ+1UQpEKBKWHbf3WeLyxkIRv5qFkF+6SV8UGszlrKh/Xe5fPMxsYHLPwnMy1VIXvO2uw05ZfkSWe+g/I5WSFef4S+26kMi5xG8uS/sRezjHtrLXCsdMAHLsPRW0ravwILAu9LHEo7Bg/Xd3O1cQbRfo5WTkyuG5/BtbpWy6FlSzlkRjtT3zYEeLCDpMUE/BAff7uoFJrcfduSUW/zlSs2gWXCg3Frj9BucS6egMqTP6E+NWzkNMKO5Mo6cm8c2YWLZqMZVTuMwZlHH4LVghNl9jaQ0Nlh/IpsoTA+g8CEhQWnZPYF5TOmMRtHEv8A0c527SzWoP9U71w7PEiWlfP0g1UIHhMMvOz+CtoL79d/ZPYrPgi/dxsXBhabwD9a/XGTmdbihGWLLKsJyX2PPERx4gPP0pC1KkHLvR5B3tnv/8XVJ3x9G2HrhwKT4HAFDqfalR4cynxq99DSrir64As0fXs15yoeY3uVhPJUBUmv59JUGjyu551HTUM8Ct/Lx9CYBXB4WiZhedk/IOTGJO0nflJu3CSi/ixVauxa90Dpx4vonX3Kt1ABYLHJDYznt+u/cVfQX+TeR9B4Wnnzkv1B/FMje5Yl4McK0WWSIm7QNz/C6rEyJPo8zMf6hxaKwc8K7fD0bMV1eo/g4OLX8kEKxBYAFoPbypMXUHSxiXkXvU3sFUKOsBZjxAGVniPiyrvgvGkXBi4V2JCfYVP26ixLUdLhkJg3YWiKOyL0fDFET0RYZGMS/ydL1L2Y6MUsRtIpcauZVecer0kSi4ILI6riTf46cp2DoYdRVJM73yF2+UWhjd4gV7VumBlwbsCZSmflLgLJESeJD7iOAmRJ9AX0Xy6KFRqHe4+LalQpQMVfDvg6tUUtVpLUlISDi5uJRS5QGA5aOyd8Hh9AWm7NpK+90cDm01CCDszpvG/qtP4QdvKwLbqssyhaJktXbU0dCsfIksILG4XCP09ROH/2rvz+Kjqe//jrzNLJrNPJivZCCAB2RpEQhQRcEGoiCgulSrKdbta61V/au3jcVtbf9Xf5ZZataW3tbYoxXqtCFoKiDuiskPYA2EJJJB1siezZGbO748JAyNhC5NkIJ/n43EeZz/zna/D+M73nPl+XyoMECg7yiM1i/h+4xq0p+huAUXBdNkErDf8EH1KZvcWVojz4Au0serwt3xYvILt1btPe+yQxFzuuHQ647IKLsiBmAN+N7XlW6g5spbqsrXUlm8k4D/F7f3TsCcPCwWq7HEkZYyRcf6EOANFo8V+433EZQ+i9u1fo3qOt4wrnmbm7HmBibkzeUh3J+oJzyXuqIPRH/j5bYGGhy+98Mcx7NUBq7lN5a29QV7dHiC1fCvP1LzP1S2n/hk6ioLxe+OwTf4h+rS+3VdQIc5TeXMlS4tXsmz/p9R7G055nILCuKwC7rz0ZoYmDb6gvuB8njpcRzdSc2Q9riPrqK0sPKe+qI6xOnNJzrqS5MyxJGcWSEefQnSScfgVpDz1Gq6/voC/4nDEvsl7/87G7GKmWp6gXDn+i1pPAB75JsjKMpW/XK3FGX/hfAd9V68MWCVNKr/fGWTBbg/ja1bzimspIzz7T32CVoc5/3osE2dIi5W4YASCATZWbeXzrV+z9uimU/a4DmDUxTNlwLXcNugmMqx9TnlcrFBVleb6A7iObghPTbWn/sXj6Vidl5CUeSUpmWNJyryCeLP8QEWIaNGnZJLy5KvUvfNb3IVfRexLObyBtebHeLHvo7yuFETs++CQysbFfhZO1DK+z4X5AHyvCViqqvJNpcorO4J8W1zD3a7lfFy3kqTAaf6aNxgxj52Kdfx0tPbEUx4nRCyp89SzfP+n/LN4JRUtVac9Nsno5NZBNzLtkslYDbH7i7eA301d5TZc5ZtwHV1P7dGNeN1n37HniazOXJIyC0jOKCAp80qMltQol1YIcSKNwYjz3p/S3HcQDUv/AsHjj99oWur42a4XmZE9gTuND1Gvs4b3lbXAxH8F+PHQUMektrgLqzXrog9YvoDKuwdUXtnuR3t4F7Nr/8Xcxm9POZwNgMaagGX8dCxX3ojGFLv/0xHiGH/Qz9ojm1hx4DPWHNlI4Az9NeWlDmP6wO8zLmsMOk1sfQ2oqkpLQwm15ZtwlW+mtnwTDTW7UIP+c7+YosGRPIykzAKSMgpIysjHYJQ/loToboqiYJ04A33mJdS+9RLB5sjGjSGHv2SzaStP93mMxfH54e0q8NrOIO8dDPLqFVpu66dcMI8uxNY3axTtb1R5oyjI20Uerqj4il/VLmW458Bpz9Em9UEz5vukTLgZRR/XTSUVovMO1B9ixf7P+KTkS+o8p26NhVCP6zf0n8jNAyeTY8/uphKemc9TT11lIbUVW6htD1Q+T12nrqXRxuNMyyMxI5+kjAIS+1yO3mA984lCiG4RP/B7pD7zB+r+8Rqenesi9ulb63h1///l9j7X8O/2B2nQHm/gKG+FOz4LMDlT4fdjtQywxX7IuqgCli+g8uEhldeLgpTuL+EHdR+zrOELEgKn/ym2YWAelqtvJn5oPnX1DRKuRExr8jbz6aGvWLH/M/bU7jvj8QMT+jM9dwrX5lyNURd/xuO7UsDvpr5qB7UVW9pDVSEt9Qc7fb14UwqJ6aNJzBhNYno+juShaLTy71eIWKa1J5L4wC9o3fAZ9Yv/B9UT2f/cVeWfs75hK4+nPMZK8+UR+z4qUxm2yM9/jtTw9AgNBm3sBq2LImDta1D5c1GQd3c3c0XVan5c9wmXuc8wTpjegHn0tVjGTUPfJ6dbyilEZ3kDPtYd3cRnJav5tmw9vjP8Os6gjWNC9liuSRvLmH6X90iTesDvpdFVRF3lNuoqt1JXuZXGmt3nNNxMBEWDPelSnH1GkZQeClQmW9YFc7tACHGcoiiY868jPjePun+8imfXhoj9plYXb5T8kq8zruMRy2zqdZG/NPzPjUH+Vhzkf67SMjE9Nh+Cv2ADltsfaq16Y3eA2v1F3FX3MSsbV596fMB2WmcalnE3YR4zCY1Jbh2I2OUPBthcsZXPDq1mdena0/ayfszQpEFMGXAdE7PHYokzU1tb2y0BJOD30FBTRH3lVuqqtlFftZ2GmqJOdZNwjMGUjLPPZSSmjcKZPoqElO+hi5OxPYW4mGgdSSQ++AKt6z+hfskfI/rMArjqyKdsMazldyl38jvLjbRpjnd2vKcBrlkW4O5Lgvy/0bE3puEFFbCCqspX5Sp/Kw7y5V4X19Z8xU/rP2GQ9/AZzzXktt8GHJKPcgF2mih6h6AaZHv1bj4rWc2Xh7+hwdt4xnMSjQnc0G8ik/tfS19713cj0uZtoqF6J/XVO6mv3kF91Q4aXUWdewi9nUZrwJEyDGfaSJx9RuFMG4XJlimtU0L0AoqiYB4zCUPuSOrefeWkYXZ03maeLP0L91pW8KxzNistYyIGjl64T+W9g35+NETDT/M0JMVI31kXRMAqqg+FqsVFzQwv/5bpDav4ecu2U/e03k6xJmDJvx5TwQ3okzO6qbRCnJtAMMDOmj2sLl3Ll4e/oaq15ozn6DU6xmaOYUr/a7m8T16X9LSuqiqelkrqq3fSULU9FKiqdtDSUHJ+F1Y02BIH4UzNIyEtj4TUPOxJg+XZKSF6OV1CMkkP/4rWtR9R/8GfUb2RrVnO5qO80fwi2x0jeNp5P7uM/cP7vAF4eXuQPxcFeWq4hqeG93y3DjEbsGo8Ku/sC/LOXh+Wg5u4peELljZtIF71nfY8VdFgHDIa8xWTib90NIo2Zt+i6MXaAm1srtzO6tK1fF229oy/AIRQL+vfSxnKtTnjGJ99JXaD7YznnK2A30Ojay8NNbtpqNlFQ/VuGmp24nPXnve1LY7+OFKGk5CWhzM1D0fKcLnVJ4TokKIomK+YgmHw5TQs/QvuzV+edMzw+m18VP8Ei53X8VLS3VTpj48D2tQGv9wc5Pc7g/w0T8OjQ3puAOmYTB/fVAR59oO9TK38iD81fnPGXwECaBLTsBRMxjz6OrQOGdpCxJ7WNjfryzezunQta45sPKtnqgAGJw7k2r7jmNj3KpJN59eHk6oGaW0so6GmiEZXEQ3Vu2io2UVz3YHOP3wepmBJ6E9CyggcqSNC85Rh6KMYBIUQvYMuIZnEWc/hvfpmGpb8Cd+hooj9Ciozaj/hpobVvJZ4G284b6JFe3ycUJcXnl4X5Lc7gvx8pJbZgxT0mu4NWjEZsD5Z+RULi36NnjN84ccZMY24ElP+dRgu+R6KJjZ/SSB6r4rmKtYe3cTaIxvZVLkNX+D0LbDH5NizuLbv1VyTM47MTgxdE7q9V0Xt0Q24So7QWLOHBlcRja49BM4y2J2OotFhc+biSBmGPXkojpThOJKHSZ9TQoioMuRcSvITv8W9+Usalv6VQH11xP64gIenqxbyaN0H/NExjfnOqRG9wR9pgYe/DvDrbfD0CA2zBnZfi1ZMBqwJR1aeMlypGi3GwaMwXX4N8cMK0MT1bL8+QpzIH/SzvXo3a49sYu3RjZQ0lJ71uf3sfRmXNYYJ2WPp7+h7Vg94q6qKu7mcptpiGl17aard2z4v7nRnnd+l05vbQ9QwHMmhQGVLHIRWZ4jK9YUQ4nQURcE0aiLG4VfS9OVimj59F9UX2WOAqa2Zp6r/zqO1S5jvmMKfE6dTrU8I79/XCP/+dZD/3Bjk0SEafjREQ4qxa4NWTAasAZf0haotEdv0/YZgHnUNxrxxaC32HiqZECeraXWxvnwLa49uYmN54Vnf+oNQtwrjsgoYl3XFaVuqgkE/rY2lNNXuo6l2H421e2ly7aWxdi9+X3M03gYAZnsO9uRLsScNwZ50KfbkIZjtfVEUaR0WQvQsJc6AbdJdmMdMomH5W7Su/wTUyEHs4wNuHnEt5oG6pfzdfj3/kzSDI3Ep4f01Hnhhc5A5W4Pcc4nCU8O1XJrQNUErJgNWxs330mjQ4neVE5eVi+myCegS03q6WEIA0OxrYWvVDjZWbGVzxbZzaqXSKlpGpg5nXFYBV2Xmk/SdZ6ravE001e2nqbaYprpQmGqu209z/UGCZ3l78WzoDXZsiYOwJ7cHqaQh2JIGo4+TsTeFELFNa0/EeddTWMbdTONHC/HsWHPSMfpgG/fWLeeH9StZbJ/AvKTbOGA43o2NNwBv7FF5Y4+f72cp/J/hGiamR3ecw5gMWBqDEcfND/Z0MYQAQr/421Wzl40VhWyq2EqRq5iAevouQk5kN1jJ7zOKgoxRjOlzGSatnpaGEpqOrmdP/cFQgKo7QHPdATytVVEtu1ZnxJY0GFvioFCgShqMLXEw8eZU6WNKCHFBi8scQNIDz9N29CCNn76Le8tX8J3vZp0a4I76z7ij/jNWmUey0DmFT6z5BJTjXdssL1VZXhogP1nh/eui12FpTAYsIXqSN+CjqKaYbdU72Vq1k+1Vu/EEvOd0jUGOHK5IyGGIyYEj4KO14RDNm//A13UHaW0qO+lL4Hxp9SZszlxsiblYnblYnQOxJw3G4zeRmCi/qhVCXLz06f1InPUc/imzaPrsH7Rs+BQCJ3d8PL5lC+NbtlChc/L3hBt4J2ESFfrj34/rq1UeXB1gxZToRCMJWKLXa21rZUd1EduqdrG1aie7XXtpO4teyeOCAWwBD/aAl2RU+scZSUFF76nDW7UBUCkDyqJY1rj4BKwJl2BNHIjVORBbYi42Zy5Ga3qHz0l5a8+/HyshhLgQ6JLTSfjBE1gn/5Dmz9+nZc0K1LaT/zhO89fyVPU7PF79Lp9a81nonMJX5jxURcORVrWDK3eyPFG7khAXAFVVqWypZlfNHnbW7GF79W721R3o8JafoqpYgj7sAS+2gBd7wNM+D01G9eQQFgTOra2rA4oGs71vKEg5B7TPQ5PBeH79YAkhxMVO50jGceu/Y73+BzSvWkLzt8tQW0/+MZCOIJOb1jK5aS2H9GksSL6JCRNujl45onYlIWKQx+9lT+0+dlbvYZdrD7tq9uByh7ovUFQVc7CN1PYAZQt6sbaHJ2vAizXooyt/OxdvSsGS0D80OUJzq6M/ZkeOdIEghBDnSWt1YJ86G9ukmbQWfkXLN8tO6rD0mL5tFfzs6J+x7KiBgQ9H5fUlYImLhj/o52D9YfbU7mNP7X6Kq4uodO3FHHBjDfiwBrxcFvS2L/uwBH1oiV5zcEcMpiQs9n6YHX2xOPq1h6l+WBz9pVNOIYToBkqcAXP+9Zjzr8dXto+Wb5fTuvHzk/rSAvDsWg+3SMASvZjP72Fv+RYOlG/mSPVu6uoP4GuuwOT3YAl6SQn4yOngFl70KRgtfTDbs7E4+mF25LQHqBzM9hwJUUIIEUPiMi8h7o7HsU+7n9aNX9Dyzb9oKy8J7zcMHhW115KAJWJOwO/F01KJu+ko7uZy6upLqHTtpaHhMJ6WCvDUY/C3hm/fpbRPXUWrN2Gx52C2Z2O2922fQssmWyZanYwmIIQQFxJNvBnLVVMxj70RX8luvMWFaEw2zFdMidprSMAS3UYNBvC01uBpqaCmYh/1pc24WypDYaq5AndzBa1NR/F76zs8XwGMXVAujTYesz0Tky0bsy0Lkz00Dy1nERfvlD6jhBDiIqQoCoZ+QzD0GxL1a0vAEuct4HfjaanG01KFp6Xy+Ly1un29Ek9zFR53TdT7fzobeoMdky0TkzWzfZ4RmrcvG0zJEqCEEEJElQQs0SF/Wyve1hq8rTV4Wmvwtlbjaa0KrbdUhdZbQtuiORbeuQooGvxxNvSmFKz2bFITc7E7cjBZ0zFaMzBZM+Q5KCGEEN1OAlYvEfB78bpd+NwuvG4X3tb2udvVHqRceN01eFqq8bprCJzDgMVdpQ0Nzdo4mjVxtGoN6MzJWKyZJDsvITN5CAP7XE6iI1tan4QQQsQcCVgXoGDQT5unHq+nDp+7Fq+7Fl/75PXURmw7FqJ6spXpu4JAiyaOFo2eZm1ofmy9RRNHnCmZlMRcchIHMsDZnwGOHLJsGeg02jNeWwghhIgFErB6kBoM0OZrxOepb5/qaPM0hJe97lp8nrrQ5K47foy3oaeL3iE/Ci0aPa2aOFq0+nBgatUcW9bToo3DrehAUUg1JdPXnkU/RzZ97Vnk2LPoa8vEEmfu6bcihBBCnBcJWOcpGGijzddIm7cxFI68jbR5QyEpNG+gzVvfPm8Ibzu2ny7u6PJ8BVBo1ehp1eja55FTywnLPkUL37ldF6eNI9PahxxrOlm2DLJsGfS1Z2ELmMhIyeihdyWEEEJ0rV4dsEItSM34fU20+Zpo8zZS6zpKc5VKm7cJv7cx1MLkbcTvbQoFKU9jOFD5vA0x8azSuQgCHkWHW6PHrTk+PxaS3MoJyxpdh6Hpu7SKljRLChmWNDJt6WRZQ0Eqy5pOijkJTQeDENfKIMRCCCEuYhdcwFLVIH5fC/625tDc1xwKSW3Nx5d9HS2HQpTf10SbNxSq/G0tPf12zptP0eBWQmHIo9GF5icEqMgwFVo/U2DqiFlvIt2SRro1jQxLGn0saWRY00i3pJFsSpLno4QQQogTxGTA8re1Urzpj1QdXt0enlrCQSngd/d08bqEHwWPRodX0bXPteHQ5FG+Mz9hOdBB61Bn2A1WUs0ppJlTSDUnk9a+nGYJrVvjLFF5HSGEEKI3iMmAtXvNb9i76Q89XYxzFkDBq2jDAcl7wtyj6PBqtO0BShsOUtEOSh2xxJlJNiaRYk4i2ZRIsimRFFMSyaak9nkiJn1X9JEuhBBC9E4xGbAaXLt75HV9ijYUiBQtPk37vD0g+dqXj4Un34kBqn05gNKp22+dZdTFk2R0kmhykhjvJMnkJNHoJNGYQJLRSZLRidOYIOFJCCGE6GYxGbCyBt9GZckXZ3WsH4W29sDj02jxKZrj64qWNkVzwj5tOESduH5s6s5wdCrWOAsOgw1HvJ2EeAcJ8Q6cRgfO9uWEeAeJxgQS4h3E6ww9XVwhhBBCdCAmA9ZmjYG/Jwwj1d9MAA0+TSg0hYKTpj04hcJTsAtvrZ0voy4eu8GGzWDFFmfFZrBiN1hDISrejsNgIyHegb09UNkNVnSamPxPIoQQQohz0Kn/mxcXF3PvvfdSU1ODw+HgzTffZMiQ6I1E/c2R9dToTdToTVG7ZmcZdfFY9GYscWbMehPWOAuWOAtWgxlrnKXDKRSoLOi1+p4uvhBCCCF6QKcC1sMPP8xDDz3Efffdx6JFi7j//vtZs2ZN1Ao1PHkIG8oLO32+RtFg1MVj0hkx6uMx6uIx682Y9EZMeiNmvQmT3oRJZ8SsN4aW9UYscWYCrX4yktPDx0j3A0IIIYQ4V+ccsKqqqti8eTMff/wxADNmzOCxxx6jpKSEnJycqBTq7qG3kcjas7oAAAwySURBVGhMYFfNXvQaHfG6UEgy6uOJ1xrC6/G60LJJbwyHKZPOSJw2rtMDANfW1uK0OKPyPoQQQgjRO51zwCotLSU9PR2dLnSqoihkZ2dz+PDhDgNWc3MzjY2N4XWDwYDBcPqHs7UaLVMvmcTUSyada/GEEEIIIXpcp24Rfrd1SFVPPZ7e+PHjI9afffZZfvKTn3TmZbtFXV1dTxehV5B67h5Sz91D6rl7SD13D6nnznE6I+9+nXPAysrKoqysDL/fj06nQ1VVSktLyc7O7vD4VatWkZeXF14/mxasnvbdShJdQ+q5e0g9dw+p5+4h9dw9pJ7P3zn3cZCSksLIkSNZuHAhAO+//z45OTmnfP7KYrFgs9nCUyyHK6/Xy5w5c/B6vT1dlIua1HP3kHruHlLP3UPquXtIPUePop7u/t4p7Nmzh/vuuw+Xy4XNZuOtt95i6NChEcds3ryZUaNGsWnTJi677LKoFbgrNTY2YrfbaWhowGaz9XRxLlpSz91D6rl7SD13D6nn7iH1HD2degZr0KBBUe2WQQghhBDiYhK73aALIYQQQlygumxcFrfbDcDu3T0zcHNnNDc3A1BYWIjFYunh0ly8pJ67h9Rz95B67h5Sz91D6vn8DB48GJMpNApNp57BOhtvv/02d999d1dcWgghhBAi5pz43HmXBayamhpWrlxJTk4ORqOxK15CCCGEECJmdEsLlhBCCCFEbyUPuQshhBBCRJkELCGEEEKIKOvVAevxxx8nJycHRVHYsWNHxL6qqiomT57MwIEDGTZsGF9//XUPlfLiUlxczJVXXklubi75+fns2rWrp4t0UTjVZ1k+x9Hl8XiYPn06ubm55OXlMXnyZEpKSgCp62ibNGkSI0aMIC8vj3HjxlFYWAhIPXeVX/7ylxHfH1LPUaD2YqtWrVJLS0vVvn37qtu3b4/YN3v2bPX5559XVVVV169fr2ZnZ6ttbW09UMqLy8SJE9X58+erqqqq7733nlpQUNCzBbpInOqzLJ/j6HK73eqyZcvUYDCoqqqq/u53v1Ovv/56VVWlrqOtrq4uvLxkyRJ15MiRqqpKPXeFTZs2qZMnT1azs7PD3x9Sz+evVwesYzoKWGazWa2qqgqvjx49Wv3iiy+6uWQXl8rKStVut4f/kQaDQTU1NVU9ePBgzxbsIvLdz7J8jrvWhg0b1AEDBqiqKnXdld5880111KhRqqpKPUebx+NRCwoK1AMHDkR8f0g9n78u62j0QuZyuQgGgyQnJ4e35eTkcPjw4R4s1YWvtLSU9PR0dLrQx05RFLKzszl8+PApBwsXnSef46732muvcdNNN0ldd5FZs2bxxRdfAPDRRx9JPXeBn//859x9993069cvvE3qOTp69TNYp6MoSsS6Kr1ZRIXUa/eS+u46L730EsXFxbz44ouA1HVXWLBgAaWlpfzqV7/imWeeAaSeo2nNmjVs2LCBRx999KR9Us/nr1cFrAULFpCXl0deXh7z588/5XGJiYkAVFdXh7cdOnSI7OzsLi/jxSwrK4uysjL8fj8Q+gdbWloq9dpF5HPcdebOncvixYtZsWIFJpNJ6rqL3XvvveGWLJB6jpZVq1ZRVFREv379yMnJoaysjBtuuIH169cDUs/nq1cFrFmzZlFYWEhhYSGzZ88+7bG333478+bNA2DDhg1UVFRw1VVXdUcxL1opKSmMHDmShQsXAvD++++Tk5Mjtwe7kHyOo+/ll1/mnXfe4ZNPPsHhcIS3S11HT2NjI0ePHg2vL1myhMTERJxOp9RzFD333HMcPXqUkpISSkpKyMzMZOXKlUyZMkXqOQp6dU/uP/rRj/jwww+pqKggKSkJi8XCvn37AKisrOSee+7h4MGDxMXF8Yc//IHx48f3cIkvfHv27OG+++7D5XJhs9l46623GDp0aE8X64J3qs+yfI6jq6ysjKysLPr374/VagXAYDCwbt06qesoKi0tZcaMGbjdbjQaDcnJycydO5e8vDyp5y6Uk5PDv/71L4YNGyb1HAW9OmAJIYQQQnSFXnWLUAghhBCiO0jAEkIIIYSIMglYQgghhBBRJgFLCCGEECLKJGAJIYQQQkSZBCwhhBBCiCiTgCWEiCpFUc44vfnmm6e9xtNPP82tt956xteyWCz84he/iE7BT2HNmjXceuutpKamotfrSU9P55577qGwsDB8zAMPPMCDDz7YpeUQQlxYZLBnIURUrVmzJmL9iiuu4Mc//jEzZ84MbxswYMApzz9y5Ajz5s1j9erVXVbGs/X666/zyCOPcPXVV/Pyyy+TlZVFeXk57777LpdddhnBYBCAn/zkJwwbNoxnnnmG3NzcHi61ECIWSMASQkRVQUHBSduys7M73N6RP/3pTwwaNIjLL7882kU7J9u3b+exxx7jrrvu4m9/+1vE4Ld33nkn//znP8PrAwcOpKCggHnz5vHqq6/2RHGFEDFGbhEKIWLKggULuO22207a/uGHHzJ48GDi4+PJz89nw4YNHZ6/bNkyxowZg9FoJDk5mUceeYSWlpaIY3bu3MnVV19NfHw8AwYMYMGCBUydOpUJEyaEj3n11VdRFIVXXnklIlwdM23atIj122+/nbfffjs8mLkQoneTgCWEiBnFxcUcOnSIsWPHRmwvLCxkxowZDBw4kMWLFzNr1izuuOMO2traIo5btGgR06ZNY/jw4SxZsoT//u//ZvHixdx///3hY9xuN5MmTcLlcrFw4ULmzJnDnDlz2LJlS8S1vvzyS0aPHk1SUtJZlX3s2LG4XK6TriOE6J3kFqEQImZs3LgRgOHDh0ds/6//+i+ys7P54IMP0Gq1AMTFxfHwww+Hj1FVlaeffpo777yTN954I7w9NTWVqVOn8rOf/YyhQ4cyf/58Kioq+Prrr+nXrx8AI0eOJDc3l4EDB4bPO3LkCKNHjz7rsg8fPhyNRsO6devO6TwhxMVJWrCEEDGjvLwcjUaD0+mM2L5u3TpuuummcLgCTrqNuHfvXg4dOsQdd9yB3+8PT+PHj0dRlHB427BhAyNGjAiHKwg9dD9s2LCTytPRrcFT0el0OBwOKioqzvocIcTFS1qwhBAxw+PxoNPp0Ggi//YrLy8nJSUlYpvT6USnO/4VVlNTA8Att9zS4bVLS0vD10pOTj5pf0pKSsQtx4yMDA4fPnxO5Y+Pj8ftdp/TOUKIi5MELCFEzHA6nfh8PjweD/Hx8eHtffr0oaqqKuLY2traiAfKj7V6/f73v2fMmDEnXTs9PT18rRP7sDqmqqqKhISE8PrEiRNZsGABLpeLxMTEsyp/XV3dWR8rhLi4yS1CIUTMGDRoEAAHDx6M2J6fn8/SpUsJBALhbYsWLYo4ZvDgwWRmZnLgwAEuv/zyk6ZjAWv06NFs27Yt4jX279/Pjh07Iq73+OOPEwwGefLJJ1FV9aSyLlu2LGK9srISt9sdfg9CiN5NWrCEEDEjPz8fnU7Hpk2buPTSS8Pbn3vuOUaPHs306dN59NFHOXDgAHPnziUuLi58jKIovPzyy8ycOZOWlhZuvPFGzGYzhw4dYtmyZbz00kvk5uYye/ZsXnzxRaZOncoLL7yAqqo8//zzpKWlRdyaHD58OPPmzeORRx7hyJEjPPDAA2RmZlJeXs6iRYt4//33IwLfsW4jrrrqqm6oKSFErJMWLCFEzDCbzUyZMoUVK1ZEbB85ciTvvfcee/fu5ZZbbmH+/Pn87//+L3q9PuK422+/neXLl1NUVMRdd93FtGnT+M1vfkNOTg6pqakAGI1GPv74Y5xOJzNnzuTZZ5/lmWeeYcCAAdjt9ojrPfTQQ6xevRqbzcZ//Md/cM011/DEE0+g1Wr55ptvIo5dvnw548aNC7+OEKJ3U9SO2r6FEKKHLF26lJkzZ1JRUYHZbO6W13S5XPTv35+nnnqK559//pzP9/v9ZGRk8Otf/5pZs2Z1QQmFEBcauUUohIgpU6dOJTc3l9dff50nn3yyS15jzpw5pKamkpOTQ3l5OXPnziUYDPJv//Zvnbre22+/jd1ujxhvUQjRu0nAEkLEFEVR+OMf/9ilPaJrtVpefPFFysrK0Ol0jBkzhs8//5ysrKxOXU+j0fDXv/41otsIIUTvJrcIhRBCCCGiTB5yF0IIIYSIMglYQgghhBBRJgFLCCGEECLK/j/x2tELWyFGpAAAAABJRU5ErkJggg=="
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(T_.-273.15, ag_T_, lw=3, label=\"Ag; Vcmax25=90, PAR=500\", xlabel=\"T (degC)\")\n",
    "plot!(T_.-273.15, an_T_, lw=3, label=\"An; Vcmax25=90, PAR=500\")\n",
    "plot!(T_.-273.15, vcmax_T_/10, lw=3, label=\"Vcmax/10; Vcmax25=90, PAR=500\")\n",
    "plot!(T_.-273.15, electron_co2_T_*100, lw=3, label=\"CO2 per electron*100; Vcmax25=90, PAR=500\")\n",
    "plot!(T_.-273.15, gamma_T_/10, lw=3, label=\"CO2 Compensation Point/10; Vcmax25=90, PAR=500\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Try a dynamic model here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1:1:5000"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmax = 5000 # Time in seconds here\n",
    "l = leaf_params{Float32}()\n",
    "l.gstyp=0;\n",
    "f = LeafPhotosynthesis.fluxes{Float32}()\n",
    "l.dynamic_state = true\n",
    "#l.gstyp = 1\n",
    "f.cair = 400\n",
    "l.vcmax25 = 90\n",
    "l.jmax25 = 90*1.9\n",
    "uu = zeros(tmax,10)\n",
    "uu[1,2] = 0.07 # Start gs\n",
    "uu[1,1] = 0.5  # Start Kn\n",
    "f.APAR = 500\n",
    "l.rdleaf = 0.0\n",
    "\n",
    "for c = 2:1:tmax\n",
    "    l.gs = uu[c-1,2]\n",
    "    l.Kn = uu[c-1,1]\n",
    "\n",
    "    uu[c-1,3]=l.ϕs\n",
    "    uu[c-1,4]=l.Ci\n",
    "    uu[c-1,5]=f.φ\n",
    "    uu[c-1,6]=l.Kp\n",
    "    uu[c-1,8]=f.an\n",
    "    uu[c-1,9]=l.Fm\n",
    "    uu[c-1,7]=f.APAR\n",
    "    #l.Kp = 4\n",
    "    LeafPhotosynthesis.LeafPhotosynthesis(f,l,298.0,f.APAR)\n",
    "    uu[c,1] = uu[c-1,1]+(l.Kn_ss-l.Kn)/0.2*1/60\n",
    "    uu[c,2] = uu[c-1,2]+(l.gs_ss-l.gs)/15*1/60\n",
    "    #println(l.Kn_ss, \" \",  l.Ci, \" \", f.φ)\n",
    "end\n",
    "t = range(1,tmax,step=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "f.φ = 0.54127884f0\n",
      "l.ϕs = 0.014637204f0\n",
      "l.CO2_per_electron = 0.17680421f0\n",
      "l.Ci = 349.8399f0\n",
      "l.Γstar = 42.42289f0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "42.42289f0"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@show f.φ\n",
    "@show l.ϕs\n",
    "@show l.CO2_per_electron\n",
    "@show l.Ci\n",
    "@show l.Γstar\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.71265656f0"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# Compute steady state solution \n",
    "l2.vcmax25 = 90\n",
    "l2.jmax25 = 90*1.9\n",
    "l2.gstyp=0\n",
    "l2.dynamic_state=false\n",
    "LeafPhotosynthesis.LeafPhotosynthesis(f,l2,298.0, f.APAR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.54127884\n",
      "0.014699058\n",
      "0.17674695\n",
      "349.5002\n",
      "42.42289\n"
     ]
    }
   ],
   "source": [
    "println(f.φ)\n",
    "println(l2.ϕs)\n",
    "println(l2.CO2_per_electron)\n",
    "println(l2.Ci)\n",
    "println(l2.Γstar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#p1 = plot(t[2:end-1]/60,uu[2:end-1,1],ylabel=\"Kn\",lw=3, label=\"Kn\") # Make a line plot\n",
    "#p2 = plot(t[2:end-1]/60,uu[2:end-1,6],ylabel=\"Kp\",lw=3, label=\"Kp\") # Make a scatter plot\n",
    "p3 = plot(t[2:end-1]/60,uu[2:end-1,3],ylabel=\"Fs Yield\",lw=3, label=\"Fs Yield\")\n",
    "plot!([t[2],t[end-1]]/60,[l2.ϕs,l2.ϕs ],label=\"Fs Yield Steady State\" )\n",
    "p4 = plot(t[2:end-1]/60,uu[2:end-1,4],ylabel=\"Ci\",lw=3, label=\"Ci\")\n",
    "plot!([t[2],t[end-1]]/60,[l2.Ci,l2.Ci ],label=\"Ci Steady State\" )\n",
    "#p5 = plot(t[2:end-1]/60,uu[2:end-1,7],ylabel=\"PAR\",lw=3, label=\"PAR\")# Four histograms each with 10 points? Why not!\n",
    "p6 = plot(t[2:end-1]/60,uu[2:end-1,8],ylabel=\"An\",lw=3, label=\"An\", xlabel=\"Time (min)\")# Four histograms each with 10 points? Why not!\n",
    "plot!([t[2],t[end-1]]/60,[f.an,f.an ],label=\"An Steady State\" )\n",
    "p7 = plot(t[2:end-1]/60,uu[2:end-1,2],ylabel=\"gs\",lw=3, label=\"gs\", xlabel=\"Time (min)\")\n",
    "plot!([t[2],t[end-1]]/60,[l.gs,l.gs ],label=\"gs Steady State\" )\n",
    "#p8 = plot(t[2:end-1]/60,uu[2:end-1,5],ylabel=\"PSII yield\",lw=3, label=\"PSII yield\")\n",
    "\n",
    "plot(p3,p4,p6,p7,layout=(2,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "172422"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using DelimitedFiles\n",
    "PAR  = readdlm(\"/Users/cfranken/PAR.dat\");\n",
    "length(PAR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmax = length(PAR) # Time in seconds here\n",
    "t = range(1,tmax,step=1)\n",
    "l = leaf_params{Float32}()\n",
    "f = LeafPhotosynthesis.fluxes{Float32}()\n",
    "l.dynamic_state = true\n",
    "l.gstyp = 0\n",
    "l.g1=4\n",
    "f.cair = 400\n",
    "l.vcmax25 = 90\n",
    "l.jmax25 = 90*1.9\n",
    "uu = zeros(tmax,10)\n",
    "uu[1,2] = 0.07\n",
    "uu[1,1] = 0.5\n",
    "f.APAR = 50\n",
    "l.rdleaf = 0.0\n",
    "\n",
    "#apar[1:500]=0\n",
    "#apar[501:100]=0\n",
    "for c = 2:1:tmax\n",
    "    #println(apar[c])\n",
    "    f.APAR = PAR[c]*0.5 \n",
    "    f.APAR = max(10,f.APAR)\n",
    "    \n",
    "       l.gs = uu[c-1,2]\n",
    "       l.Kn = uu[c-1,1]\n",
    "\n",
    "       uu[c-1,3]=l.ϕs\n",
    "       uu[c-1,4]=l.Ci\n",
    "       uu[c-1,5]=f.φ\n",
    "       uu[c-1,6]=l.Kp\n",
    "       uu[c-1,8]=f.an\n",
    "       uu[c-1,9]=l.Fm′\n",
    "       uu[c-1,7]=f.APAR\n",
    "       #l.Kp = 4\n",
    "       LeafPhotosynthesis.LeafPhotosynthesis(f,l,298.0,f.APAR)\n",
    "    if (l.Kn_ss-l.Kn) > 0\n",
    "        tau_k = 1\n",
    "    else\n",
    "        tau_k = 1\n",
    "    end\n",
    "       uu[c,1] = uu[c-1,1]+(l.Kn_ss-l.Kn)/tau_k*1/60\n",
    "       uu[c,2] = uu[c-1,2]+(l.gs_ss-l.gs)/20*1/60\n",
    "    #println(l.Kn_ss, \" \",  l.Ci, \" \", f.φ, \" \", l.gs_ss, \" \", f.APAR)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "step = 10\n",
    "xl = (60*750,60*1400)\n",
    "ranger = xl[1]:step:xl[2]\n",
    "\n",
    "p1 = plot(t[ranger]/60,uu[ranger,1],ylabel=\"Kn\",lw=3, title=\"Kn\", legend=false) # Make a line plot\n",
    "p2 = plot(t[ranger]/60,uu[ranger,6],ylabel=\"Kp\",lw=3, title=\"Kp\", legend=false) # Make a scatter plot\n",
    "p3 = plot(t[ranger]/60,uu[ranger,3],ylabel=\"Fs Yield\",lw=3, title=\"Fs Yield\", legend=false)\n",
    "p4 = plot(t[ranger]/60,uu[ranger,4],ylabel=\"Ci\",lw=3, title=\"Ci\", legend=false,  ylim=(220,330))\n",
    "p5 = plot(t[ranger]/60,uu[ranger,7],ylabel=\"PAR\",lw=3, title=\"PAR\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "p6 = plot(t[ranger]/60,uu[ranger,8],ylabel=\"An\",lw=3, title=\"An\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "p7 = plot(t[ranger]/60,uu[ranger,2],ylabel=\"gs'\",lw=3, title=\"gs\", legend=false)\n",
    "p8 = plot(t[ranger]/60,uu[ranger,5],ylabel=\"PSII yield\",lw=3, title=\"PSII yield\", legend=false)\n",
    "\n",
    "plot(p1,p2,p3,p4,p5,p6,p7,p8,layout=(4,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmax = length(PAR) # Time in seconds here\n",
    "t = range(1,tmax,step=1)\n",
    "l = leaf_params{Float32}()\n",
    "f = LeafPhotosynthesis.fluxes{Float32}()\n",
    "l.dynamic_state = false\n",
    "l.g1=4\n",
    "l.gstyp = 0\n",
    "f.cair = 400\n",
    "l.vcmax25 = 90\n",
    "l.jmax25 = 90*1.9\n",
    "uus = zeros(tmax,10)\n",
    "uus[1,2] = 0.07\n",
    "uus[1,1] = 0.5\n",
    "f.APAR = 50\n",
    "l.rdleaf = 0.0\n",
    "\n",
    "#apar[1:500]=0\n",
    "#apar[501:100]=0\n",
    "for c = 2:1:tmax\n",
    "    #println(apar[c])\n",
    "    f.APAR = PAR[c]*0.5 \n",
    "    f.APAR = max(10,f.APAR)\n",
    "    LeafPhotosynthesis.LeafPhotosynthesis(f,l,298.0,f.APAR)\n",
    "    uus[c,2]=l.gs\n",
    "    uus[c,1]=l.Kn_ss\n",
    "\n",
    "    uus[c,3]=l.ϕs\n",
    "    uus[c,4]=l.Ci\n",
    "    uus[c,5]=f.φ\n",
    "    uus[c,6]=l.Kp\n",
    "    uus[c,8]=f.an\n",
    "    uus[c,9]=l.Fm′\n",
    "    uus[c,7]=f.APAR\n",
    "    \n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ei0/zxXQkJpv0qjEH1C0hkKWoWItPLVA1du/D81tLOPKHFntsZyi2GqVKhMKxojr0qmu0R9E6N5ppQMvaRLo4nYm9+3vTtBNXlsn9woULNG/e3Pw9JiaGCxcu2CzL1NTvykzu/srsA6r5hnIllYxf8FtM4grgpb0qBdVoLpfYJjs7m8uXL5u/r169mnr16lVwqleuXEFVjQ8cU4qXrl27VlquKb2L6VOd3Hkf9NTQ3nrmGSKX6i3SjLiDw2mCRzfreWSznqPpzl2LC44ZuON7A3/aZODutXr0qneu6Vn7DdRbqueuH/Qk58j7ykReiWDQegPdV+tp8T89cSetC/p8O9+fiw3C4llgjwsrLPOO4IzP1ypQP9jx7VyF37ZglcVWJnewjHGpbORhWdyVyd3buMOGBcfsG87qKCV6Pc40F/sDhQY4cSWT5mHGa1UVkHBdS4FB4b5b9Oiq+drky9eiJ972s7KyGDVqFAUFBWg0Gho0aMC6detQFMVnUrwoisKhUTo6rNRzyspMIuO32Y55NKgCrR15fKxRogoe3qw3DzQ5kakncaTOofKEEBb57RLTYO91QW8PDPcvy55rqjndy57rgr/sNrD6vpvisVgln50onWmgWIXDlbwoFxrsawF0Rj8XldF0zkjf8ADvjpz16Stp1qxZvP/+++TmWr6OzZw5k/fff5+FCxcyceJEm2VUlcm9WbNmJCcnm7+fP3+eZs2a2SxTZnK3jxsFgrKxRK5Eq9Phnx2F9hERUYfIP0YePrpZz7dJpcdCP96xh501avq1WB3f0bRpU/bt22f1N19K8aLTKCzpq+WuNY4PIClSIdRJIf7bDWExivdoBpzIhA4OnK4cK709B1IFvas53D+tUPB0vIHd1wSPtFT4tLfW5r1QtmUY4PvzAiHETTOwJLNI8HOKoGOkQvu6lvu8/Kz9/lUVxumbbK7jhH3FZS5tZwRamJcVTo3rIvzb3/7GP//5Tz755JMqxZUpk/umTZsqzeQ+atQoVq9ezbVr1xBCsHDhQkaPHm2zXFc29fsbF3IFk7Yb+L8dBqKqSBhaHW62LsLymHb/1xuqhbgC+I8DI81uJhzxHTWFntEacsY6/hQprsagXmvpIs6W6VpbeU5l8Ho9f7GRx8vauBfTousFgiPpAoMTT9SPflf56aIgsxg+PyFYmWS7jKtWRsBl2pEOo6aRVij49JiBz0+UhhccyxDUXarnsV8MdFipZ/oey5PlyET29qzpjM8uO0DKGa8WKgWW/fzjH//g3XffZf78+fzf//2fzXVNmdwzMzPp378/Xbp04c477wTgueeeY82aNQC0bNmS2bNn07t3b2JjY4mKiqpyqhyJdYQQ3L5az2cnVBYerwF5FHyUuV2qnjhaCFiVpFoNjP+1mnlp/BFHfAcYM7l36tSJLl26cM8995CYmGh1vbi4OFq3bk1sbCwTJ05Er3ffS0VlhAcoJI127EnibIJfsN6SkJJnXHgkXfDYLwZ+viT48KjKe8esv3xaK8Mg4JdLKq2+0dPpOz0D1xsocVBkvXHA0u+M/sX6jqbkCv57WiXJSszV9QKHqvR5ig2Cvuv0TNmpMnG7gUe3GI/JS3stj828I6qFoHFk8Lc9p8mZFqjisl2ETmwvBZadzJ49mzfffJN///vfPP/88+blY8eOpWPHjsTHx9O1a1fCwsK44447zC1SZ8+eJTExkcTERPbu3QsYm/mHDx9uLmPChAmcOXOGc+fO8cUXXxAQEFChfknlFBsEO6+qrDkvuFG1NnAJ/iwhAuy4K4tVGLXZ+sPjsxMqmUWCpGxhV0yhv1OV7/jpp5/o2LEjwcHBdO/enT179rBixQoOHz5MYmIi06dP59lnn61QrinFy44dOzhz5gxXr14lLi7Ok7tmJqaWgphgv98qcvD9J7dEMOJnPQFflHC/lfxaJsH24h6DxYP0P+es22TtYatXYdpug7n7MOGKYFOK66/fK/mCu9boeSbewCErcUWumHrLl1h3QfB7huX31ELBT1am/7pRRlxa68atDHvcjFNdhGU2ckaghVY1G7ObqREC65133mHWrFnMmzePadOmVfj96tWrTJs2jRkzZvDNN9+Qn5/PiBEjKCnxszvFByk2GJ3V3WuNo4E8hTt0Q7f6ri/TGbRK1Tv32BbbLSV1l+pp+Y2erqv0XKtGIsCaTlW+48qVK0yZMoUZM2awYsUKgoKCGDx4MMXFpf1ElWVyL5viRVEUJk+ezPLly926P1VxaKh9wwetdREKIVh5TuWRzXrGJ+j55VLp021lkuD786LSkV+mh9/BctOZ5OqtP+CsFWMQWAgBgE+Pq6QVOtddWBmz96uk5FX+e75eUKIK5h4yMGGbnm1XfLs1PiVXMGqTnk7flfCZlZ4Da3OrWmu5A+MsE2C8FjIcGBwff0Xw130G1l9QK32pc8Znl71Oa2IXoU8HuQPk5eXx6quvMn78eP7yl79YXSc9PZ2EhAQ6dOgAGHNg3Xvvvezdu5e7777bk+beFAgh2J8qqB+scN96vVumranSBjeU+WFPLf3W6VHx7luPPXlEj9o50O9QOvRao+fs6JuvVdZe3/Htt98yYMAAAPr06UPTpk358MMPSUlJsZnJ3dEUL85mcneEJqGCvg0Vqw/VsljrIvzkmMoLu0of0F+eMgAGekcr7LxmuzzTr8E6wI4Hc2UtWOVZd0FQ/796GgTD+iFabm9Q/TaBRSdsC6YCA0zbVRrmEHfSwOnHFJ+dzuqJrQbzRMiTdhhoFg5DmhqPkxCCj36vuL/ZlcSZZRULmgRBdolxfj57GbrBeEG9d8j4/f/aafiolwZdmch3ZzRy2W2kwHIDISEh9OjRg6+//ppx48bRu3fvCus0atTILK7AOAErwIgRI0hNTeXIkSN07Nixwnbx8fEMGzaMNm3amJft3r2bkJCK2WolRoQQDN1gYKMbmu4dssMNEqtbfYU1fQv4JT2ceUe899bq6kTt53Jg+xWVexrWiAZrl2GP74iIiDCLKzDOQThgwAD27NnDL7/8AlSeyR0cS/HijvQu5cnIyGBg/QASrthO/nM9I4uG5TptXthlPaVKVeIKIDevgPT0YgIIo3zHiLUs3+kFCmCZaT4nvwCwLjhvFMI/9hayrFdVMQgV96Fs/cb0H7ZTx1zLyGXh8dJngAC+OJLHjHbWVcn5PIV3jwWhV+Hl9kW0rmW/b6puShSDgO1XLfdn6IbSTP2ncyoeZ4BB6w1EB6tcK7Q8V5nZOWToMriUqQHCnLbr0+MqA+vl0j+6VMmnFVm3xRZ5BQXmY6TXV7y2qiJALSY93bUtAH6VyV2j0bB27Vr69evHAw88QEJCAp06dbJYp/wIwcBAY+r9V155hY8++shm+e3bt+e3335zrdF+il4VzDuiel1cgXu6CBUF7qpvYHArjVcFVjUzLFjl5X0qux66uQSWPb6jQYMGFbaLiori1KlT5u+VZXJ3NMWLu9K7lOfReuH844jtLuRfc2vRP7Z8HjnnQyqCQ0KIjAwnNKBiGdbSbRTkVUzhEhAUgq1InZ+uBBAZWTHVjiUV6z9aVIc+DrxcKMHhlM+CfzgnmMjIiuJAFYI7Nuk5+8cz/GBmAOdG6xxK81CddCSVpcIxlRmoVp4qp7y4AqhVqxZ1gw1cLqqNrZkA7OGvh0M5/Vhpy7nBibQ9QcEh1K1b15jJXeP49VknNNCOa8Zx/CqTe+3atdmwYQMNGjRg8ODBnD171q7tfCGXT01l62WVWfsN7Lqmsui4gae26gmI0/PyPt+IRziY5voylXJ/vYU7phrcfV2wKsk3zp0nqcp33Lhxo8I2ly9ftvAdlWVydzTFi6fSu7SJgD5VJOx09X1simkKsjP3r7UXpOqOPK6sBbHvOgOfHrNfLFibvHj9RWE1pcOe68IsrgCSc+GCm7Pol6WqOCmDg2+ipi45V0wUUb6L0TtdhDLI3S6ioqLYtGkTWq2We++9lytXrrik3JMnT9KtWzd69OjBggUL7NrG36fK+TlFZcCPBmYfUOm9xsDkHSpfnfF+q5W7MQssLyssd1U/arOBeYc9NxDBV7DlO7KyssxdgabvCQkJnDt3jttuu43OnTvzySefWGRy9/UUL4qi8PUALVPb23bvvzs5xY01Pjmmci5bEGzl7cDaFDjWpFRaNd3oLhtdmVPKZI2v6pmbWkkv5It7Kt471tatTgoMR7GWSiEi0PbvtjAdJUfiryqj/KXgTJFlzXduFKETlboQn+8iLEvz5s35+eef6dOnD4MHDyYhIaFa5XXr1o2UlBQiIiJISUlh2LBh1K9fv9LJWk34+1Q5D2wIx/vtOJ4nIyOD/OyMP96u3TPFjz3k5+VibdZ6VzB9r8otmlyGNKr8KeBL12J5nG2Vrsx3REZGMn78eGbPnk2dOnWYM2cOiqKQmJhongC+LGUzuYMxxcuECROcssmdNA5T+Li3lvnHKn+sdfxOz8e9NEx10cThs/YbrLZgFeihVqDlMld08Zeoggu5EBUMtQIV1ltJO2CNIC3YSleWWUmCzeVnBV8PsFxWYKWcYg82FFsTHbeVycjusMAytWC5QWA5c85lkLuHad++PevXr2fgwIHcf//9NGnSxOmyateubf6/SZMmPP7442zfvr1KgeXvU+WUiJszvUW9yLoEaU3nwXvHoHa4Y4GgjvLk7lDi+mh5tm3lLRy+ci26Emu+o2HDhrz33nvMmDGDs2fP0qFDBzZu3GhVXPkjL+xSXSaw/ntGMKRJxRezfCsCq7pZF7KLBff9ZGDvdWNB0SFwrYoEoZfzBMFAoBbybAgsW91uuSUCBfjvaZXIIMVqrihXtP6Acb7IuJOC3zMET7RSuDOq4v1qraqyh9bgoC2m8+KKfSgfS3ozjiL06S7CWbNmVZhLDOCOO+4gJyeHXbt2sWLFCo4ePWrxe/369RFCMHbsWJvlX7lyBVU1Xkk5OTmsW7eOrl27VmmXP0+VU+iCzveXO/v0ZVUp7ggudwZ78mBVl5f3GVD9OAmpPb7DNDfp/fffz7FjxygqKuLAgQN069aNP/3pT7Rp04YuXbowZMgQi2B2E/Hx8YSGhtKlSxfzp6DAt9KA/7+OVd+LmUWuuw6stWDlWxEz1a1xySnVLK6ganEF0PhrPYcyNARWcUhsTZVTbIB71ur5v50qj/1iYML2ii3Bjmafr4wPjqpM2mHgo99V7llrINlK7iprLVRlq3e0Bcu0ulsElhNllN2XmthFWDOfhHbw/PPP06RJE1JSUhg0aBCtWrUCLKfJ+e6778xxFj179uTee+9l3Lhx3jTbIxQbBEtOqSw7rVaIj/jyVPXvrIauH7ThEXxEX3lE6KUWgvYLPaM26ckr8V+h5SwTJ07k5MmTJCYm8sADD1Q6d2H79u3NM0UkJib6XIqXOT2qdvHW5hZ0Fp2V6qw9rKurQf72m3N+6undIVXeX7ZasI5kiCoH2DjbRbjklMqtK0oY+KOes9mCGXtLCypR4fX9FcWcteNo0YLlbBehC1yCK7oIy27izPa1Arzr1WtcF6G9fPLJJ3zyyScVlpeNoZg6dSpTp071pFk+wcObDay9YLxa111QWD5Ay+F0KMlTOJBa/TvLnqlefBFvB7ebcMcowspYlSwYdlYw/laFbVdUXtyjIgyhrBosaF7LRw6IhwkODmbYsGHm7z179uTDDz/0okXOE6xTSHlCx5sHVH7PEOywEgg+NsHA1gfc9yiwNbGzszjb+HqpQEPjKtI7VRaDBXDJRgZ4E+UFZYFe8M/DKicyBaNjNQxvXtFBXs0XPLvNOM3QySxB7zUVm/2WnhbM6iZoUSbhqbVW6Oq0YPlbF2G4l/Mr+63AkljnXLYwiyuAb84JVGHg2ySBMQlc9QWWVoEGwXhsXkJX4StywtN2PLfdwJ/3GMrMwaYl5n96Jt2qYX5vy2zM/sTixYvtWu+jjz7iwQcftPqbaRSyVqtl3LhxTJkypdJyPJHJ3RqNwxQW3mPsu0stFDT4r+XDO/6KQPncfTGHVXVjeZqqruZMGy1Y9owQLC9OZuxV+eSPwQbLzxo4MEKha31LKz44olock8q6PP/+m4GvBpQ+tt3VguUvXYThMsjdPUybNo01a5e5bcUAACAASURBVNZw/vz5SjO5A8TFxTFnzhxUVWXgwIEsWLAAnc5vDwtHrAzNNoor16FRFP7VU8sz8TUrJYAjyQHdiTfMsDbB7aITKs1rwStdXBMEXRN55513OH36NAsXLqzwm6OjkD2Vyd0WGqBtrVBO5rjnnP6epgcsy07PzCK93OM1Pdu5TOHmrOzC+ZHOQlWxFR1jK13Es9uq9mlpWTmkh5au98kxyxHJcUfzeaOTsRLT+bqSHQSUGwlgha/PCj7uUiYzfVbF41hcojdnL8/M1gL2x2xk5+SSYcggKycAsD0bQFUIg4H09JxSW3Mdz+ReUFhoPkaq6ngmd1GYTXq6a4d1+lUmd2d5+OGHmTlzps25CJOSknjttdc4ePAgUVFRPPTQQ8TFxTFp0iQPWupZrHURuBoFeLq1psYJLF/Bk12EVfH5CZW/dtb4jPj0JO+//z6rVq1i8+bN5oD4sjg6CtlTmdyrGn25dIDKnT+45948kV1RuIXXjiAy0vL6iVAcz+oNpfsmFOdb3LRa98YwhIbVIjLSWIfBSib1xOwgIiNLRVFkZCTo9NjbexAQXpdagcbjGVCgUj7julanNR+nsJyKv9siLDycuhF6AgtDca7NqZTAAJ3FtZiqcfycBwYFmzO548Q5bxRZ8dpzBX6Vyd0Z+vTpU2UKh5UrVzJixAiio6NRFIXJkyezfPlyD1noHd4/7P4kLTffo9i1+FKPXFIO/Hrj5guCnzdvHsuXL2fTpk0VpuIy4egoZF8ZfXxHlIa2EZ6rz1o2cW92Ebo707pp37KLBd+cq7ij1l6gHAmMLzsqc3VyFTFYTqZpcEWQu8u7CJ3Y3tsxWH4rsOzhwoULNG/e3Pw9JiaGCxcuVLmdv2dyry6+JBBqIq64Kf91p4a7ohT6N1QY1rR6J+SXyzeXwEpJSWH69OlkZmbSv39/unTpwp133gn4zyjkE48G8KfmnrlRyyetLDIIu7raaioqxtQXXVfpeXJrxf20NtLSEYFVdlVriWTLjgr1ZgyWSxKNVnN7bwssv+0itJeyXR+VzWVVnpqWyT05V+Hr8wG0CFdxV4bwsuTl5ZKerseb2dCdIT09vcx58I7tCoLc3BwciZuwRuewHMbeY3RPb/8eyHqcby2Jv1jMxGaeze/k6kzujtCkSZNKfYE/jUJefZ+O134z8NZB97Zql3/Irzkvqt0q6ssp3FQBnx5XOZdT9bomih3Qm7et1HNfE4X5vazH0SWVqdebebAqTJXjTJqGao4irFN1WJtbuakFVrNmzSwSCJ4/f55mzZpVuV1NyuR+IlPQfaPjsQ7VoVZ4+B8xCDUrI7zp+Hszk7tGUQgPr764q1Mm7qVWqAFHGtjrBaqkFZe+Zu9O06ELr0vtQM82TXorm3xhYSGjR4/m2LFjhIaGcsstt7Bw4UJiYmIqrFvTB8m8ebuWN2/XMj5Bz5en3KNayj/krSXn9CdUAV+edEyhOLJ2WpFx2p7GYZVvdS5b0LK24tWpcrw9irBeEAR6OaD1pu4iHDVqFKtXr+batWsIIVi4cCGjR4+ucjtfiaWwhw4rPSuuQHYRVgdXHbuyMemO+pjeDSwfgNkl8E6iBydY8wHsSTRqGiSzY8cOzpw5w9WrV4mLi/OCtdXn5c7uGylaPg7I2vQy/kRVQsDa7ehMi5yteNq0P7Lz+9Jkz851EZZu5Ojmt9bx/oPIbwWWPZncW7ZsyezZs+nduzexsbFERUUxfvx4b5rtcrwRTOr9y7rmolGgVkD1T1pZoWYt5sMWjUMEw8vF57x3SHXZFCC+jinRqCl8oGfPnpw7d67Cev40SKZNHYX0Z9zT8mYQxkSa355TOZouXOKTfPlKVLFt35bLghwbyUxdwYpzxtxmjo7k9uUgd0cF2mAr82J6mprTlu0g9mRyB5gwYQITJkzwlFke5XqBd9zQTTii32VogI4R1X99LHsKdA6eD0WBl27TsOa8pXNeesqY8f1mo7JEo44OkvFWolF7qRukcPlJHY2+cm2r9/lcGLVZ7/ctVyZ+uaRyNtv2OivOWd5LrvbUzo4WN4kYX4zBcnT7h1t4v/3IbwWWBNp/6/nuQZAtWNVBoxgFTrf6cCDV+XLKngNHuwg1QI8GFTfadU1l/K3ed1qexFaiUXBskIwvJBqtiiDgwkMwfFsoiRmu6TZ8ZV8JOSWuuW5ckWjU3dgTy/bcdgMjojLN56ukJARfeBxn5+aSoc0gJ9++xKe2MJSUmBOeAmRaSYpaFQVFxeZjJBw45y/eWkS0yCE9vep1HUUmGv2D06dPM2bMGFJTU6lTpw6LFy+mffv2FuvEx8czbNgw2rRpY162e/dun5u01RGu5Qs2pAibGYndiYzBch7TsWtdu3rzQirV6CJUFEGwlWavmFoKQghKVO8Hj3qCqhKNOjpIxlcSjVa5PXDwYXhgg54fL1a/bSW1yHWi3BWJRn2FsoNqAgLsTzTqTkLDwqlbV4/uajDVTTQaFBhAZGTpczRM71jSU4CAwEBzolF7z/mfO2r4112OZYx3lJs+0SjApEmTmDhxIqdOnWLmzJmVxle1b9+exMRE86cmi6sdV1Var9AzNsF7I3X8/9HrPkwCq7rdrBZdhA7e5SYbyudJulYAfdcZCPpSj/J5CcczvP9AcBf2JBp1dJBMTRocA9ZbMSXuwVfSTpRNklpdyifML3CiQ8VkjyqEXfNANg2DD+7ynam9/FZgXb9+nQMHDvDUU08BRmeYlJRk8cbpj8w7ono91kG6ZecxiZvq3pjV7SIECChnxCfHVLZfLXW87VfqScn1kSeDC7E30ai/D5IZ20ZDiO88qyzwFUHib5gEzX/PuGCgTbnvBU688wsgsxh6fF9RnZX3a7eEwA/3+VannG9Z40IuXrxIo0aNzDlpFEWhWbNmXLhwoUI+m5MnT9KtWze0Wi3jxo1jypQpNsv25WBVa1MneBrZReg8Whe1YFmMInSwMNO29kzZtuiEypu3++hT2EnsTTQK/j1IpnkthT0P6fjmnMoP51V+d18u5Jse73ttIwLB6RzXOHCtBg6lCf5zSqVtBDQIdrzcr84Ifr4Yxg0r4S6Xn9SRVQwrk1TCdTCxnYYgHwtd8FuBBVSYoNaa0+zWrRspKSlERESQkpLCsGHDqF+/fqUTtoKvZ3L3fvb0XJnJ3WkUoZKRkUFxcTDg/DwPWVlZpAtjDEVhgQ5HMvgXFRaSnl6M3g4b1iSV8JeWWU7bWRnezOQuKaVTPYVO9bS83UPL8QxBey/k1SvP1Xzh0NQy/kyDYLhR6LryVAGX8l3TsZVdDHf+oDd37bW33tNeJTesxPD1bagQFaIQFQKvdPHdFzy/FVhNmzYlJSUFvV6PTqdDCMHFixcrBKHWrl3b/H+TJk14/PHH2b59u02B5duZ3L0f/FlbZnJ3Gq1GQ926dQkJCqQ677V160QQ+UeivYg0x4JLQ0OCiYwMJySo6sDbw5la0rR1aR3hvRnrXc20adNYs2YN58+f58iRI3Ts2LHCOv44OKYq2tVVSB6tI+Z/pSKrXR04nuk5G46mC0Zs8r7I81f0KggX6ZVNlyx9xzEXXSef3aNlQg0ZzVwzrHSCqKgounbtyrJlywDjxKwxMTEVugevXLmCqhpfh3Jycli3bh1du3a1WbYvBquqQvDSHt+YgsK3GmlrFubuOR8IcrenixCg22o9+a7ITOgjPPzww+zYscMix5U1/GlwjL00r6UgJgSYP4dHefYd/bbv9JypIsdUTcTZu8eVrVcARarvxrfdEgKHRupqjLgCPxZYAIsWLWLRokW0adOGOXPmmKexKBuo+t1333HbbbfRuXNnevbsyb333su4ceO8abbDXC8QaL/Q868j1W83f7iFQudqNhz4YgzWM6190CgrmI5dYDUPokWaBkcTjf7x116Rl1sCL+72nz6bPn360KRJE2+bUSPQaRS2P1ja5DEiRkE/XkdcHy21/uhdbu7eEfM1misFCh8cMbD5km+omkIvNw6+dbuG9UO0RJV5V2kUojKzk4aDI3V0qlcz/LgJv+0iBGjbti27d++usLxsoOrUqVOZOnWqJ81yKRsuqgzd4LqWq2bhCl8P0JJZZBxFVnep43ecL2Zyr8qkz+9xTz9+72iF3zMEmcX2rW/SVeVH8DlKWX3m8ChCxfKvPXybpDK/twadL6prN+FPg2Oqw923aMgbp5BeCI3DjLGvz7ZVeLathvT0dCIjI/n3UQN/9iMR7gqyiwV9NoeS7kMBZQUGzwXcaxVYeLeWpmEQFmD0laa46WtPlTpA0zVUE/FrgeWvGFTBD+cF4xIMZLs4VEirQIBGoUEIFDrZ7VMTH7H3NnaP1e/doeH2BgrBX9onVE1WVFdguaSLUFGw192mF8G+G4Je0TXx7DuOrwyOKY/rBss4TiiQUe5FwmTP040gupeWyb+GEKQRzL+9kK+SAziVo+F4tm8GKfeqr2dXqvseke/vzyO92LcE9juJKgGKe7u6W4aprOuXT0SAILjMqa/s0vXmNW0NmcndTylRBXWX6MlzYzNu2Yexow9mX6aqVrXqtrpFBhlFRnluraM4JDhN6wZW85njijxYjm53OE3QK9qxbWoqvjQ4pjy+9rZvsmd0JIzuYFoaxCOWk2pwOU8w/5jKugsqaYVwOd+jZlbg+yHBRC1zn7N986hviSsTJcK+G79rPTiYZn+5Pw7WMqyZybs4tu++ek1XhR89Qity+vRpevXqRZs2bbjjjjs4duyY1fXi4uJo3bo1sbGxTJw4Eb3esx3RRUVFvPfeexQVGZ/QQgjySgQrz6kon5eYP4Fx7hVXAMJQ2t2o0yg81cpx5eFDLd5mFIyjTypDQ8XzYA+Dmyh8M0DLxEoCL+sFKw4KFcF7772Holav27c6U+XEx2+lqKjIYYHlqtFkzpwHT+OLg2N87bg5ak+jMIV3emg5PCqAS08ag+ivP6Xj7GM61Od0vNbVs4+rYN9sWPMJXu2iYf8IHUdG6RjftqKjmHirBjEhgOwxOi49oUNMCCgjruynpl/TiqhqhtIazIABA3jmmWcYO3YsK1eu5F//+leFmKykpCR69+7NwYMHiYqK4qGHHuL+++9n0qRJFco7cOAA3bt3Z//+/XTr1g0wiqH9qYJ9NwSqMI7AUPnjb7n/BRX/Fhrgp/N6Es9cZHjnJhSh42Ca4HqBu4+OdV7pUMI7vUrnXdOrgoA4x1TdV/21PNFKg/K576RpeLKVwtJ+Wj48ojJ9r6UCDNJC9hgdhXk5REREkJWVRcQ39jWTiwnGSN7LeYLGX1sep8ggSHvG+Lvm8xK7OttiwlSSnwzmb7vyeOeo83mwTjyio+0faRp+uaQycL0Dgu3bmWStnM3rv4fx4VHH1PJ7d2hQKBV4CqWtaYpSyf/l1i8sLOSlZ0aQunMl9eqUthR5iueff54ffviBq1evUr9+fcLDwzlz5gzPPfccw4cPZ/jw4cyfP59PP/0UnU6HXq/nkUce4fXXX6+Qew+s+w13kJ2dbb5+y7aweQt327P/huB2Kxm+XUXxeB2BDvq+m4EQLewcrqNr/dJr3aAK5h1RiTupMucOLX+KcVEurRp+TfttF6Fpqpyff/4ZME6VM3XqVJKTky1SNaxcuZIRI0YQHW3s25g8eTJz5861KrCsMe+Iykt7q9tko4F6zVmTAt7O6Rta7opwJmjZNN1Cr2iFXdcc3J9rpyG6tcN1VkWLWgoaReHFTlqebauh7bd6s4gd31ZDoFah7Ijn17pqePOg7fP6j26lTiTSSmNE2WPZKAwu5VVtp+n5HFRN/1S2pdPedAtm/khQ6kyqiJf3uaL5MhD+/CPjdhv4YYiwKlrcySeffMInn3xSYbk/DY7xB7o3UMgZq+M/J1WmuSGAXqfA3dEKOxz1YT7MXVEKu69X3J/Xu2k4lSUoKi5h1a7foWlnAOoGQeJIHQ2CYelpFSGgT0MN7eta3pNajcKMzlpmdJbNfmXxW4Fl71Q5Fy5csMh3ExMTw4ULF2yWXXY00OfHg/BWT+vxR3TM3Gtg7QXnHMD2B7X0WWuwkHR31q/oqEbEKA5NwdP7j0DnD3pquO8nA1l2jqADYN3bMH5xpT+PaqHwXZKlLQ2C4dxoHQ9sNJBwxbqdvcsEX9cJUkgcqWP5GZWoEIXHYys+wGd00pBRBEcyBM+01pCvF7ywq/TYfNlHy7i2pec9WKfQKRIOp5eWcfctpeW2jVC4lFf1MYwOFiQBfaINOJvJPSIQOtYt/R7m6F2ea9yJIC/7yrUpWrKKoY5vhqpIfIDwAIUXOmp5KEZDl1V6Morgu0FamoTBzH0qoTooUXEqDYKiKHx6t5Zea/Qun9/1s3u0zNyrJ7O4ei8P/RoqxJfxeS1qGXNF/Z4huGuNZav1sYd1tCsjjM7nCATGNBqml5js7HxWDe1htYVmUjspnhzFbwUW2DdVTvn1bPWYFhQYmzwsRgONfBvaDaqGlY4zo10hQxsZuHIQnlQVfr0WzNVCS5EXGaRSO0CQnGv9pnj9tkJKjhsYXBzIhit/PMhPb6fwlrZsPR9msW77NC2rzwdbbDv7SOn3YJ0gQIGcEngqpoTk/SUk//HbF9EKlwsUooMF+QaFrGL4ywHL7rchDUt4pkUJ4YZchv+2go4j/4+j2YEVbO5Vv4QxajEns4I4mmm8dKODVf7VtZBfdwj+EQo3mihEBgquFiq8fzyQlAINg6INBJwuZusZy/JMETPbUox/8/KMTUzbtm0jLCyMkcDIMOCy8fcNLSG1UOGWEIHmMmy9bFnek0LD4fOl+9Y/uoCtW42ibHixhl/OW+53iE4wvLGeb86XCqlBwZnsAXKOJDC0pC4/XbYtsjSKoF6Q4EaZ8z+5fSE7t5U6V4MKUddCuF5Y9YtAnQADmYfXsW3bY0QW1YLz3kueGRWkZ9+OIosRlREREdx6662EhoZWvqGPYfIbx48fd2s9ubm5ACQmJhIe7v3kU562Z7Mp4X6G8TOvkfGrQRXEZqjsuarn0HcL2frueLKUMFLyBD9dVAnUwJg2WuJOGlh73hizuOV+LQcOGJ8Li1sINqaoNA9X6F5f4bXfDPx6wzkbH26hMLmdhrr5Cj+0yKVv374kJCSQVBTKn/eoZBZBv4bwVg8tu64JTmcLCvXGliRVwPzfS59Pf7lN4alGWn4PUTmdCXdGKzQMVTh9FAKBPV0El/PhRqGgfV2FgiSFA0kVbSrzTnjTX0NVYY89Fv5J+CnXrl0TtWvXFiUlJUIIIVRVFdHR0SIpKclivblz54opU6aYv//444+ib9++VstctmyZwNiHJz/yIz9e+uzfv99dbsMtSL8hP/Jz83zK+ie/DnLv168fY8eONQe5v//+++zZs8dinXPnznH33XdbBLkPGzaMyZMnVygvNTWVjRs3EhMTc1NMiyGR+CI1rQVL+g2J5OahrH/ya4F18uRJxo4dS1paGrVr12bJkiV06NDBYjQQwOeff857772HqqoMGDCATz/9lIAA50dwSSQSiUQiubnxa4ElkUgkEolE4g38OtGoRCKRSCQSiTeQAstDbNy4ke7du9O1a1c6duzIkiVLAGO+riFDhtC6dWs6duzIjh07zNvk5+fz+OOP06pVK9q0acOqVaucrn/Dhg3cfvvtdOrUiZ49e3Lo0CG31z9t2jRiYmJQFIWjR4+alztbp6qqvPDCC8TGxtKqVSsWLFjgVP3vvPMObdu2RaPRsG7dOottXFm/LRueffZZ2rZtS5cuXejTpw+JiYkePQbjxo2jU6dOdOnShR49erBlyxaPHwMTS5YsQVEUi3Phahv8AW/7kPJ4w6eUxdv+xV57POlv7LHHU77HEZs86Y/sscdEdX2T344i9CVUVRWRkZHi0KFDQgghkpKSRFBQkMjOzhbjxo0Tr7/+uhBCiH379olmzZqZRz7Onj1bjBkzRgghxLlz50R0dLRIT093uP709HRRr149cezYMSGEEPHx8aJDhw5CCOHW+hMSEsTFixdF8+bNxZEjR8zLna1zyZIlYsCAAUKv14u0tDTRvHlzcfz4cYfr37Nnjzhz5ozo27evWLt2rcU2rqzflg0//PCDeZ/Xrl0rWrdu7RYbKqs/IyPD/P/BgwdFvXr1hKqqHj0GQghx8eJFcdddd4mePXtanAtX21DT8bYPKY+3fEpZvO1f7LXHk/7GHns85XscscmT/sgee4RwjW+SAssDmJxjQkKCEEKIQ4cOiUaNGomioiIRFhYmrl+/bl63R48eYuvWrUIIIdq3by/27dtn/u2RRx4R//nPfxyu/9dffxXt2rWzWBYeHi7279/vkfrLX7zO1jls2DCxYsUK828zZswwO1JH6jdhzeG5o35bNgghxI0bN0RgYKAwGAxus8FW/Vu3bhX169c3OzRPHoOhQ4eKPXv2VDgX7rKhpuJtH1Ieb/uUsnjbv1RljwlP+ht77BHCM77HUZs85Y+qsscVvkl2EXoARVFYsWIFI0eOpHnz5tx9990sWbKEnJwcVFWlQYMG5nXLZpJ3Jsu8NVq3bs2NGzfMKSpWr15Nbm4uSUlJHqm/LGlpaU7X6Q57yuON+v/9738zbNgwNBqNR23461//SmxsLCNHjuTbb781J9z1VP2ffvopHTp04M4776zwm7evA1/D2z6kPL7kU8ri6/6lPN62x1u+xxre9kdlcZVvkgLLA+j1et59911++OEHzp8/z5YtWxgzZgxQdbZ5e7PM2yIiIoLvvvuOv/71r3Tv3p34+Hjat29Pbm6uR+ovT3XqdIc95fFk/cuWLWPFihUsWrTI4zbMmTOHs2fPsmLFCmbMmEFxcemcRu6uPykpic8//5w33nij0nW8fR34Et72IeXxNZ9SWfmO1u+N68pb9njT91jDm/6oLK70TVJgeYDExEQuX75M7969AejRoweNGjXi8OHDANy4UTrvwvnz52nWrBkAzZo1Izk52epvjtKnTx/i4+PZv38/c+fOtbDHE/WbqFevntN1usOe8niy/m+++YbZs2ezadMmoqKivGIDwKBBg8jJyeHIkSMeq3/37t1cvnyZdu3aERMTw549exg/fjyff/65x2yoSfiCDymPr/iUsvi6fymPt+zxFd9jDW/4o7K40jfJGCwPcPXqVVGrVi1x4sQJIYQQp0+fFnXr1hUpKSlizJgxFgGZTZs2NQcgvv766xbBdFFRUSItLc0pGy5fvmz+/9VXXxUjR44UQgiP1F++f9vZOv/zn/+IgQMHmgMImzVrZg6ydaR+E9ZiItxRvzUbvvnmG9GqVSuRnJxcYV13H4OSkhJx6tQp82979+4VdevWNQdqeuoYlKX8uXCXDTUVX/Ah5fGmTymLt/1LVfaY8KS/sWWPp31PVTZ5yx9VZk95quObpMDyEF9//bXo2LGj6NSpk7jtttvE8uXLhRBGx3nvvfeKVq1aifbt24v4+HjzNrm5ueLRRx8VsbGxonXr1uLbb791uv7x48eLtm3bitjYWPHUU0+ZR224s/4pU6aIxo0bC61WK6Kjo0VsbGy16tTr9WLKlCmiZcuWomXLluLjjz92qv533nlHNG7cWAQGBop69eqJxo0bm4NiXVm/LRt0Op1o0qSJ6Ny5s/mTmprqkWNQWFgoevXqJTp06CA6deok7rrrLrFlyxa3nANbx6As5Z2Yq23wB7ztQ8rjDZ9SFm/7F3vt8aS/scceT/kee23ytD+y5xiVpTq+SWZyl0gkEolEInExMgZLIpFIJBKJxMVIgSWRSCQSiUTiYqTAkkgkEolEInExUmBJJBKJRCKRuBgpsCQSiUQikUhcjBRYEolEIpFIJC5GCiyJRCKRSCQSFyMFlkQikUgkEomLkQJLIpFIJBKJxMVIgSW5qYmJiSEmJqZaZSxevBhFUVi8eLFH65VIJDWLWbNmoSgK8fHx3jZF4gGkwJK4leTkZBRFsflxBWvXrkVRFPr160dlsz8dO3aM4OBgWrRoQU5OjkvqlUgkkv379zN+/Hhat25NWFgYISEhxMbG8vTTT7Np0yZvmyfxEjpvGyC5OYiNjeWpp55yW/kPPvggzz77LF9++SX//ve/+fOf/2zxu16vZ+zYsZSUlLB48WJq1aoFwJYtW9xmk0Qi8W9UVeWll17igw8+QKfTMWDAAIYPH05AQADnzp3jxx9/ZNmyZbzxxhu89tprTJ06ldGjR9OsWTNvmy7xAFJgSTxCq1atmDVrllvr+PDDD9myZQt/+9vfGDp0KG3btjX/NmfOHH799VdefPFF+vbta14eGxvrVpskEon/8ve//50PPviALl26sHLlygr+pKCggPnz55OWlgZA/fr1qV+/vjdMlXgB2UUo8Sm2bt3K0KFDadSoEUFBQTRq1Ih+/frxxRdfVLltrVq1WLx4MYWFhYwZMwaDwQDA4cOHefPNN2nXrh1vv/22xTaVxUIJIfjyyy/p3bs3tWvXJjQ0lNtvv50vv/zSof354Ycf6NGjByEhIURHRzNhwgQyMjIcKkMikfgeZ86cYe7cudSrV48NGzZYfVkLCQlhxowZzJ49G5AxWDcbUmBJfIYff/yRgQMHsnfvXgYPHsz06dO5//77ycvL46uvvrKrjH79+jFt2jT27t3Le++9R0lJCWPGjEFVVZYuXUpwcHCVZQgheOqppxg/fjypqak88cQTPPfcc+Tl5TF+/Hheeuklu2xZunQpf/rTnzh16hRPP/00Y8aMYefOnQwaNIji4mK7ypBIJL7J4sWLMRgMTJo0iejoaJvrBgUFecgqiS8huwglHuHMmTNWuwiHDBlCz549Afjyyy8RQhAfH0+nTp0s1jM1sdvDnDlz2LhxI7Nnz+bYsWMkJiYya9Ysbr/9dru2/+KLL/j6668ZP348CxcuRKcz3ibFxcU8/PDD/Otf/+Lxxx+ne/fulZaRnZ3NCy+8QFhYGL/++itt2rQBVfpuLwAAIABJREFU4O2332bQoEFcuXKF5s2b271PEonEt9i5cycAAwYM8LIlEl9FCiyJRzh79qy5mbwsderUMQssEyEhIRXWq1evnt11BQcHs3TpUnr16sVXX31F9+7defXVV+3efv78+YSFhTF//nyzuAIIDAzk7bffZu3atSxfvtymwPr+++/NIsskrgACAgJ4++23ueeee+y2RyKR+B5Xr14FoEmTJl62ROKrSIEl8QiDBw9mw4YNNtd59NFHWbVqFXfeeSePP/44AwYM4J577iEqKsrh+nr06MHIkSNZsWIFb775poVQskV+fj5HjhyhUaNGzJkzp8LvJSUlAJw4ccJmOYcOHQKwKqTuuusuu+2RSCQSSc1EenmJz/DYY48REBDAhx9+yKJFi1iwYIE5t9W8efPo0qWLQ+WZWsKstYhVRkZGBkIILl26ZLXFzUReXp7NcrKysgCsikOtVutQi5xEIvE9brnlFk6cOMGlS5csRixLJCZkkLvEpxg5ciTbtm0jPT2dn376ieeee46EhAQGDx5MZmam2+uvXbs2AN27d0cIUeln69atNsuJiIgA4Pr16xV+MxgMDsWUSSQS36N3796AzKUnqRwpsCQ+Se3atRkyZAifffYZY8eO5fr16+zdu9ft9daqVYt27dpx/Pjxagm6zp07A7B9+/YKv+3evRu9Xu902RKJxPuMHTsWrVbLZ599xo0bN2yuW1RU5CGrJL6EFFgSn2HLli0UFhZWWG5qBXKkq686TJs2jfz8fCZMmGC1KzApKYnk5GSbZTz00EPUrl2bL7/8klOnTpmXl5SU8Pe//93VJkskEg/TqlUrZs6cSWpqKkOHDiUpKanCOoWFhcybN8/tSZYlvomMwZL4DNOnT+fChQv069ePmJgYFEVhx44d7Nu3j169epmb5N3NpEmT2LNnD0uWLDHnrWrUqBHXrl3jxIkT7N27l6+//trmZM0RERF89NFHjB07lh49ejB69GgiIiJYt24dISEhNGzY0CP7IpFI3Mdbb71FYWEhH3zwAW3btmXAgAF07NiRgIAAkpKS2Lx5M2lpabz11lveNlXiBaTAkvgMr7zyCqtWrWL//v1s3LiRgIAAWrRowdy5c5kyZQpardYjdiiKwuLFixk2bBiff/4569atIzc3l6ioKFq3bs3777/PoEGDqixnzJgxRERE8NZbb7FkyRIiIiIYPnw4c+fOpWvXrh7YE4lE4k40Gg3z5s3jiSee4NNPP2Xbtm1s27YNVVVp2LAh9913H+PGjePee+/1tqkSL6AIIYS3jZBIJBKJRCLxJ2QMlkQikUgkEomLkQJLIpFIJBKJxMVIgSWRSCQSiUTiYqTAkkgkEolEInExUmBJJBKJRCKRuBgpsCQSiUQikUhcjBRYDpCfn8+BAwfIz8/3tikSiaSGIf2HRHJzUSMSjZ4+fZoxY8aQmppKnTp1WLx4Me3bt6+wXlxcHHPmzEFVVQYOHMiCBQvQ6XTk5uYyatQo9u/fD0BqaqrFdoqicNttt6HRGPXmxx9/zD333FOh/BMnTtC9e3f2799Pt27dXLqPWVlZ5gmCHSU5R9Dif9Wf227lPYWMurUW26+obL8qaBquALAqSeV6Ifylo4aHW5Zq8tRCwdlswYaLgjcPqtQNgm8GaBnQ2FK3b0pRue8ng8Wyp1spLO1vvPzy9YLndxpYfMp6SrbbIuGeWzQsOKZaLH+2jcJ/TglMWz3YTOG9O7T8lipYdlrlyVYanmlT8R2iUC8Yt83A/86W1pfwgJY+DTV2n4cnftGz/I/tP+6lYWqHiklQc4oF9280sP2qcb1Z3TT8v44a6gQpNss22ZCcIzicLrijgcItoba3cSWVHYNig+CrM8Z9WX9RZWWS8f8gLXzdX8vIFq57X6vO/eCruNN/lMXXjp20xzbSHtvUZHtqhMCaNGkSEydOZOzYsaxcuZLx48eze/dui3WSkpJ47bXXOHjwIFFRUTz00EPExcUxadIkAgICmDlzJvXq1as0A/euXbsIDw/3xO5YxWAwVL2SFc5kCVqvcM3EwX/ZH0i92ir9f7Ruy65rBi7fotAwVOFwmmDgej2pZaYOTC2E6XsNHBxp+aAtL64A/ntGkF6kJzIIfjgvyC6p3K4j6XAkXa2w/MtygmztBcHaC6XH4udLBvZcFyy4W8vWyyorzgm61lM4mCYsxBVA33UGxASNzfOgCkHcScEPySo/Xizd/oVdRjFXN0jhYq7g778ZKFEhVIdZXAHMOqDy/XmVAyN0KErlgslgMHAgVdBvnZ6cEqgfDHse0hFb23mRtfmSyhcnVBqHKaQXCc5mw8RbNTzVuqIosnYMhBDc95OBhCsVRXCRASbvMDC0qUKIzjVC0Nn7QeJ7x07aYxtpj21qsj0+30V4/fp1Dhw4wFNPPQXAqFGjrE62u3LlSkaMGEF0dDSKojB58mSWL18OQFBQEAMHDqROnTqeNt+tXMt3nbgCuJivYfw22xfP0lNGofPyPoOFuDKRmGZ/fT9eFPz3jG1xVV0+Pa4axeCPBhYeV5m0w/i3KvZeV2m+vISguBLeOWg8JrP2q0zcbrAQVybm/24sc9RmA0tPC5afNYqx8iSmwd7rVU+eMH2PgZw/jktqIcza77yTSc4R3LfewDfnBPOOqCw+Jdh+VfB0vIGTmVXbUqIK7lpjXVyZuFEIv92Qk0JIJBKJCZ8XWBcvXqRRo0bodMbGNkVRaNasGRcuXLBY78KFCzRv3tz8PSYmpsI6tujXrx+dO3fmxRdfJC8vz+a6ubm5ZGdnmz9FRUUO7JHr+Pps1ULBUc7l2P497w89tyGl5jxMR/+ix1Fr/7pP5UIuFKvw6m8q53OM3aCVseKcSlqh4Fc7RMb53Krrjy8nZpadEczeb2Didj1H0yvWsf6CSo/Vegav13Mmy/L3v/9mqHT///Zr1cJt40Vhlyi8JEOLJBKJxEyN6CIs351S2fSJZddzZIrF8+fP06xZM/Ly8pg8eTIzZsxgwYIFla7ft29fi+8zZ87k5Zdftrs+a2RkZDi0fmYxvLinVrXqdAZNSQHp6cVA5XWnp6eb/zeeBs/bWZbjmfatl56ebj4P8VcsbR62vgiofLJpg8HA2tMFQEiV9fy/XSXcW7dyEW+0oeIxm3XAKPC+Pl3CsQdyCf/j7s3Tw8ObwykwGK//8VsLWd2nwLzd72mhldp+MVtPenq2lfpLeWl35duX5XxaHul1XdMcWdn9EBkZ6ZLyJRKJxN34vMBq2rQpKSkp6PV6dDodQgguXrxIs2bNLNZr1qyZRbehSTTZg2m9sLAwpkyZwsSJE22un5CQQJcuXczfg4KCCAoKsnOPKsfeh8ecRAOv/Or61it7CA8LITIyHKj8QVp2Pwr0AnBdN6Y7Mdlt/Gu5f8eybQuMG8Vaxu2pWlwBXCvU0HVjLe5trDCvp5bagY7FLeUZFFZejeDFTkabVp9QKSgTF7Dths7iHGi0lZ8rrU5n9boru0xrY/uyiMBQIiOrFmL2IsWURCKpyfh8F2FUVBRdu3Zl2bJlAHz33XfExMQQExNjsd6oUaNYvXo1165dQwjBwoULGT16dJXlZ2RkmIdNq6rKN998Q9euXW1uEx4eTu3atc0fV4gre0kvFF4TVwAfHHGs7oNpNacrsTpYi0ezxYVciDspeDfRuXNZtis3p8T5Y2zPljbi8S0o8q1YVIlEIvEqPi+wABYtWsSiRYto06YNc+bMIS4uDoDnnnuONWvWwP9n78zDm6rSx/+5N2m6UrpAS9mhhbKUsm+CCAiCMAKCIuDGIoigfl1GBn+4AKOoyKjjgjAOIqOAoCIoOsqi4IAim7LL2rKvLaX7kuT8/ggJSbM0CUmT4vk8T5429557znuXnPue97znfYHGjRszY8YMunXrRnJyMgkJCYwbN85SR7t27ejatSuXL1+mbt263H///YBp6XSXLl1o3bo1rVq1Iisri7feeqvyT9JN2qwIrDXojId+NsY/h37lNa/u8r+y7Gq2/EKR725QaeD0folEIgk6gn6KECA1NdUuLAPAv//9b5vv48ePZ/z48Q7r2Llzp8PtXbt2Zffu3dcvZCWw7rSRk67974MOD1zhJF5S0SV2peRm5MGOi4L2Ne3NVN+fNNL/O/fNUtKC5R27sgTLjxnRqtA1QaFJdYXlx4xsOCOoEQYPNVM5VQCdaiqkxlRePDSJRGKiWC/YnwP7LwtCSjUMixFo1Yp/i1VCwZKYGLsxON5g+xysYrNGCGFZcCCNGv7FKATzHYSdsL4HFSlgU7YaWD/QtisQQnikXIG0YHnD6QJB96/15Ltwc1ty9Np9qBMJM9trWHXcSHQIzOuuoVAPNcOl4iWpHIQQ7M6G3FJBWpxCbAWBk31JiUHw/n4jv2cJ6kcpjEpRaRajYBSCk/lQOxJCrio+QphCAGUXw+VSuFwiyCqG04WC0wVwqkBQoAeNYvpoVdPfEoNpRXROiUBRwGA0uWQYLB1pBCPOG1jau2L1SSpYVYhgsV5N3OT6xSsA809OWrD8g/myTt9h5OAVx/vN96CiadofztgXuOxF5BFpwfKcHZeES+WqPKcLsIlV98kRW5eBGB3cUjOM4U2NhGugzAifHjOy45LgxNXwIFEhsO8uLYnhoFPtV2nrjYJSIxTpIS4U9AJKDRAZopgWGRVAnQjT9k+PmqxsvWorRFgFmS0zCnZlCRpVU3D1+jUKwZpTghID9KurEHa1jkvFgiulkBxtajOrBOJD7WUF28GEmWO5gvNFgnY1lKsvT/vj8koFF4uhQRQcyYXfswTpcQrNY6+V1RsFhXrcWohSpBeEakB112nRhwhhUhqiQnCYKcJgFBy6YnoemsdeU0LAdN5nCwU9k+wDBeeWmu6PUcDA+goFerj9Oz07ryZDiQqBxb00DGqgcqVUEKYx9TdhGuf3au1pU4aKMA38cl7QpLrCqQLBjkuC/ZehWQx0rKkwKlm1yQpSZhT0/6/BKoSNfeicWuHwWR8N/z0pmHfASLafIigtPyb4sIeoMLBylVCw/J0qx8zYsWNZuHAheXl5AY3q7ghjEGkqm867lsUowPz7DR6pg5e92YLkaCw/Vk9utbPYXIbrvAdHcj0/qsRQte92fHy8ZcGLTqfjX//6F/fccw/79u3jlltuITc3F1VVeeONN5g0aRJg6kvat2/PmTNnUBSFJ554gtmzZ7vdZo9aCjE6U9gVX5BTCqtOh7DqtHNtN78MGiw1KWYaBcK1pr+qAnmlJsXJWxpVg/NFUGil9yWGRRKlc6xFHrWNEEK1ECwBdh0RoYWkCNP/QkB2iclyWqg3vdSjdXChyPGxClAvCjQiklx9GVlOXr4xOtBpoKDsWtw/M0kRpmtlFCZlRS9Mimi1EFOwXTApbAqm3524Kqf1/5TbbjRGglLmtGyJwaTIROscyyuEffzC+lGm7UYgqxiK3Rz86FSoEx6JqimjxACnKhjU55fB4DUGwL6BUA3UjbTdVv5+Xz0Dm2+7s2F3tmDBQVO9jSJN8jg+1pZzRXDz1/4f6aXFmp63inDo5D59+nQURbH7NGvWzCthDh48SFhYGDNnzrTbd/bsWapXr85jjz0GwOjRo0lLS7MpY06Vc+jQIaZMmWLjvG6mS5cuTJ48mU2bNnHkyBHOnTtncYY3p8pZt24dWVlZTJ8+3e74r7/+2mX6kkCzJ9t+27zuwblGwdpiEkR6YdDS6gs97b/Uc77QdLEO5FZ8Xyu6rgYrvcubhQYrMj0/KBinCL/99lv69+9PfHw8Op2OBg0aMGnSJI4ePQqYAgz/5S9/AUx+mkVFRRQVFTFp0iTGjBkDwJ133klaWhqlpaXMnz+fxx9/nOJi09t0+PDhhISEUFZWxrp16/jHP/5BRkaG2/LFhCrsu0vL31qr3JSooKvkn7RBmF6SV0pNVsvrUa7A5NNXWE4pOV+scjQXh5/yuFKuwFS3+dhjeSaF0txescG5cgWm1/iJfMgoUJ0qV2Cq80KRvXIFcLbQpHScKTQpVJdLTO1etFpFfDwfMvNNf0/km2YeThWYrI9nCk2fs4UmZeB8EVwsUblYbFqJnFViUhovl5jkyCmFoqv1O7uGjoJDm9s9XeC+cgWm33BGgel+VaRcVUSJoeL77Q5meYKBxtVgZIMyVvZ1ne7MjFMLVnh4OD/88IPdNm9ITU1l6tSpvPLKK4waNYqUlBTLvieffJKoqChefvllAJ5//nmbSOrmVDlr1qwBTOEYHn30UTIzM21CNVy8eJFatWqRmJgIwMSJE5k9ezYPP/ywJVVO+fQ6ZrKyspgxYwbr16/nww8/9Ooc/c3lEvueb2yqysRNwfdWs5Y0+KQLTg7kwDv7jLzUUUNO6fUr+tbX3dN3plHA4iOe37lgmyJ87rnnePnll7nzzjuZP38+CQkJZGZmsmjRIvr06UNGRgZz585FozENRa0zQVy6dMnSgR4+fJhVq1YB8OCDDzJ58mTmzZvHE088wc8//8z8+fMB6NGjB7Vr1+bll1+2W4DjitqRCq92MskghKDIYLIkFerhm5NGCvWmaZzfswQZeZ69MCUSCWgViA01fZIiFOpEQJ1Ik/XYKEwDDf3VvwpQLxLiw0y/f4MwWQRbxSpU0ylkZ+cRFx3hXrvOdqiqSpcuXXxycgDPPvssn376KZMmTbIoS2vXrmXZsmV88cUXREdHA5CcnGxznKtUOdYKVnFxsaUO8CxVzuTJk5k+fbrbGbLNqXLM+CrQqDPKjMJhAuYQN1YxBAJri0lOYLIIVUle/t2kYPkCawuWp1bEg7mqV6PXYLJgfffdd7z88ss8++yzzJo1y7K9R48ePPDAA3z99dcAdq4GycnJHD9+HDDF3Dt8+DAAzZs3t5SJjY1l//79AJSUlNChQwfLvqSkJI4dO+ZStvPnz3Pq1CnLd3M8PTD1bxFa01QYwKMtbZ8HIYTlOn91XPDWXiMqkBwNiw6bbnSzaAMhWg1FepOSdrHYNJ0lkfyZaBINb3TRcEuSQlSIY58wf+O1D9ZXX33FzJkz+eOPP9BqtaSkpDBz5kwGDBjgsHxoaCjz58+nZ8+efPrpp9x5551MnjyZO+64g6FDh1rKjR49mu3bt7N3717LNr1ez3333cd3331HQUEBWq2WgwcP0qNHD6fyCSEoKCigWbNmZGZmkp6ezrRp0+zKffbZZ+h0Oss0gTtUVqqc7BKYe1jHmwftlbdQVVxNSRPYNDSOuJR9mUgt7Luicvf6yIoPCBKsU+UE6rpmZ2eTl1cIuB4hFZcUk51dgjM5L2Vfpuyqz4beEElFIe+s0xttO1MCeH7f8ovL7NLueMv1psqZM2cOiYmJzJgxw+H+O+64AzBNEUZFRbF69WoAy9ShOeTL5s2b7Y4tn4ZLVVWn+xxRvo/s1KkTS5YsqfC48rQD/tPy2vfn65n+5uTk2CW2FwLOl2ooNijoVJPTsl4o5BsUSo3KVX8d099Cg0JGUQg6RdAwwjRnl1OmQacKzpVo2JoTStvoUlQFDheE0Ca6hONFWppHlRGqXjv/sqvWgOLCAiIjnT9PBQZTu1FacbUtlUMFITQI11Mr1IBBQGaRlnrhekLKvSOLDArHi7Q0iyojs9BUJlwjOFOsJUQR1NAZOFmsJSWijFJhOteCgmvymP1FFaBBRBk5ZRoK9KZrpFMhRBUYBPx+JZR64Xq0ikBVTL+mnDKVUI2g1HjNkV+rCDSKKTivgkDBVLf53W4uZ96mICjIL6BaVCRclUOxLqdAsUGhxKi4FY5Fe/VRVBGW89IoAhWIDjFyqVTDj5fCaRxZRlKogXy9QplQSNAZKBOmVq2vD0BqVCnnS7TklKmUCdOz0Cu+iOohRrbnhFJiNB2Xp1cxCMguU6kVaiBC41zifL3CpVIN+/J0NI0q46bYYovVPb1aKXvzdFws1TiUJ0prpG10KYcKQjhWqOVMsZZGESYfthDFtD8uxEiTyDJUPVw4CRcquHaekJOT47R/Km8gcqlg6fW2k9AajQZFUTh69Ch33XUXI0eO5JVXXsFoNLJr164K8+ndcsstjBkzhieffJKtW7dy9uxZ1q1b5/KYatWqceTIEXQ6He+88w7R0dEMHTqUp59+msGDB5OQkABAWFgYRUXXJuB/+OEHLly4QKdOnXjjjTc4duwYjz76qF39P/74Iz/88IONNaxly5asXr2aVq1aOZSpslLlNPiozOkKoxKj4jClSzAQGxtLVIjC7G16qpKbu6tUOZUpQ7WLFVuxwkLDiIuLxJmc1WNiibtq4lbVis/F+tk7aXQjG7UDjGoIcXHeuRE4wttUOXq9ns2bNzNs2DBCQkK8quODDz6wmeY7cOCAxYqVk5NjsXyFhoaydetWy75z587RunVrl3V/++23Nn2LtQXLF2RnZzu8dikOylYGzuQJFN7Ic7efZIHKvz5jK9jviTyO35DXT6rV/87kaWm3pXLw5Po4HdYWFBQQEhJi81m8eDEAv/32G2VlZbz77rv07duXfv36MWXKFO69994KG5wzZw4Gg4E333yTmTNnVpgvcPHixaiqyoQJExg5ciRFRUW0bt2a6tWrM2fOHEu5mjVrcu7cOUuqnFdffZX4+HhWrlzJgAEDePTRR3nkkUfs6p87dy6nTp0iMzPT4qO1b98+p8oVVE6qnEM5ni3fDibMU4SrT1Qd5aqqcSDH9bW1XtDn6ezQgSveeVqXBMk0VFZWFsXFxdSrV8/tY06dOmUTjPhvf/sbqqqSnJxMcnKype9YtGgRxcXFTJw4ETAtrvn73/8OwE8//cTp06d59tlnXbaVmJhI3bp1LR9fKlcSiSR4cOnk/tNPP9lsa9y4MQDp6eloNBpGjRrFhAkT6NGjh9v+S3FxcTz00EO89dZbPP744xWWX7NmDb169WLJkiUWC9aHH37Ia6+9xieffEL37t0ZNGgQYWFhNG3alG7dumE0GsnNzWX06NEWB9Z27dpx+vRpAN544w2OHj3Kxx9/7JbMgSAjr+oqJzI9jvecK3Tv4l2LBeOYAzmCx38xEKYxrSSqiDd2G9h0XpAWq/Brlnd+YGVBcuPN03Se+FycPn2aW2+9Fb1ej6IohIeHs2TJElRVZeXKldxyyy3odDpUVeUf//gHYWFhACxfvpwOHToQEhKCoig8+eSTdtMEEonkz4lLJ3dr501rmjZtyurVq5k1axZ33nknqqrSv39/3n333QotUoClozIrP664dOkSW7Zssdlmnp5LTk5m0KBBlu3169e3+FKEhYVRq1Ytyz7z6DQkJISnnnrKYagGcM+HojJYeMi1OeD1zsEZogGq0qRg8HHvjwae9MFczq3fGDxacv/0r6bn7ctMgbcpSoPFkbpGjRqEhYW5vcgFoHPnzuTnO54aTUtLIysry+G+hIQEj9qRSCR/Hrx2cu/fvz/9+/cnNzeX7777jieffJIxY8awfv16X8pHXFwc/fv3t5jhrXE1NZeUlMSFC7aubdnZ2XZ+ZcHKsmPO344PpSo8kRa8ClaQGDKqJD+cET5RsK43npE3lAZJ+ACtVkv37t1Zt24dZWVlXvthSSQSyfVw3W/p6Ohohg8fzogRIzhw4IAvZLKhT58+7N+/n+bNm9OhQwebjys/qU6dOvH1119jMFzr9T///HOfyxcIPuihdSvRZKCoqgpWsFgvg0MKzwkWCxbA008/zfnz5x0GNwYslm4zxcXFDBkyhKZNm9KmTRv69+9v8cncvn07Xbt2pW3btjRv3twmUnthYSEjR44kJSWFpk2bsmLFCr+dk0QiqVp4ZcGaP38+P//8M7fffjtJSUlkZGTwySefcNttt/laPp566ikWLVpEYmIiUVFRxMTE8PDDD3PmzBlq167Nk08+aSl78uRJmjRpgtFopHXr1pw4cYIhQ4YwZswYpk2bxqFDh+zqLygooHfv3pbIzElJScybN89mVaHEM4wC3twTJOYMDwgWxaaqKqjBFAerf//+TJs2jZdeeokDBw4wcuRIEhISOH78OB9//DGHDh2yC80yYcIEbr/9dhRF4d1332XChAmsWbOG8ePHM2PGDAYNGkR2djbNmjXjL3/5Cy1atGDOnDmEhoZy5MgRMjIy6Nq1K7169SI2NjZAZy6RSIIFryxY6enpZGVl8dRTT3Hbbbfx4osvMnLkSObOnetr+YiPj6dBgwa0a9cOVVU5evQoU6dOJTMzk86dO1vKFRcXc/DgQUuqHL1ez0MPPcShQ4cYNWoURqORjz76yK7+8PBw1q1bx65du9i1axf9+/fnqaee8vl5/JkQwFNbguht6yZBYsAKiuj3CjC8sWdW0mCyYAG89NJLrF69mry8PMaPH0/v3r2ZNm0a9erV45tvvrEpGxYWxoABAyyO8V26dLEJGJqTkwOYBmQ6nc6yTHvZsmVMnjwZgEaNGtGjRw9L1HeJRPLnxqEFa/r06U6dwAG6du1qZ2L3BFf1l1eCLly4wL59+7h06RJarRYhBElJSbz++us2VqZhw4bRvn17u1Q5Bw8etJTJzMwkPj7epm1VValWzRSsUQhhSegaKAr1guHrAmf9CdVcf8oTfZC9aN0lSPSrgFuwJiSXMr93JA/86Jm/YjBZsMwMHDiQgQMHOt2/YcMGh9vffvttSzDShQsXMnjwYJ577jkuXrzIv/71L8sCmhMnTtik2HEng0RlZ4KQSCSBwWsn98rC3VQ53nR01vTp04c9e/ZQs2ZNSyofZ/izg/z3H0a+Oen8DftwM98of3c3UhjWSGXED7baVJ0Ix8lDPSHYLBnuIhUsE2Eac5gDz46rqve9PLNmzeLw4cPMmzcPgNdff53XX3+d4cOHc+zYMXr27EmnTp1ITTWFQ7QOB+GOH58/MkFYU1HA58pGyuMaKY9rqpI85QOQBr2CBfbxbJx1Yp52dNasW7cOo9HIyy+/zEsvveRyutOfqXLvtjxAAAAgAElEQVRm/+46rUnfGvlkZ1srRd6ldKkfWkwN9JRPiTIppZi//hbmVZ1mDp2/YldvVSAr+zIFVwKbKgcgNy+filLlAH5LlaQvKSY7u5TS0jDA/RV4pQZhk3LnerjeVDneMmfOHFasWMG6deuIiIjg0qVLfPnll5Ygy40bN6Zz5878/PPPpKamUr9+fTIzM6lZsyYAx48fd5ouzIy/MkFYE0yR00HKUxFSHtdUVXmCXsGqV68ep06dQq/XW6YIT548aRdvy9zRmTl+/LhbMbmsUVWV8ePH06RJE5cKlj9T5Zwuch2+vWZMNeLirBUw78K9R0aEE1tdBWyngZolRALXN0e4La8aweFJ5BmxsbHo1MCmygEIj4xyq5y/5IyKCCMuLoqwUM9SHZUZFWJjY32WVLWyO9U33niDpUuXsm7dOksuv9jYWMLCwti4cSO33HKLJS7flClTALj77rt57733+Oijj8jIyGDjxo0Wy5czzJkgJBLJjU3wBlO6SkJCAm3btuWTTz4BTBnuGzZsaLfKb9iwYXz55ZeWVDnz5s1jxIgRFdZ//vx5m1H3p59+Snp6ustj/JUqx+DG3JC23B2b3s7xLQyvIIaryrWEotbofPBEPL+j6ilXEExO7oENwaEpl5jWXQS2KXqqEqdOneLpp58mJyeHXr160aZNGzp37oxGo2H58uU89dRTtG7dmh49evDXv/6Vjh07AvDMM89QVFRESkoK/fr147333gu60bZEIgkMQW/BAlNYiNGjRzNr1iyio6NZtGgRAA899BCDBg1i0KBBNG7cmBkzZlhS5fTu3Ztx48ZZ6mjXrh1nz57l8uXL1K1bl169evHxxx9z6tQpxo8fj16vRwhBcnKyRZmrbDLc8H3SlHvrTWyu8u1JwdaLpjfbTYkKK/tq+D1LcNt/nVuiVMWxj41OA+1qwM5Lnkh+Y2DWDQIdDyvQPlhmJd6bUGtlRvtBQFWgbt26Tu97nz592LFjh8N9kZGRLFu2zJ+iSSSSKkqVULBSU1P55Zdf7LZbZ7sHGD9+POPHj3dYh3UiV2vat2/vdF9lU1ECXwBtOa0oMULh1yH2t7F2BS48quLYfKlT4V/dtXRYWTUi3vsSUe5voAi0/U9z9Qp4Y0crNUK4b8WRSCSSKkkVHGveuOy/7PkUoTNaxil0TnD+ilRwbMEKUaF9TYWj92hZ2lvD8ZFVQgf3CWYDRqCnCt1tf95+/4TzMD9j3rhSVdWVhK4iuQshmD59Ok2bNiUtLY2ePXtajpOR3CUSiTP+PG/PKsCKzIrfrOWnCF2x5nYNc/cbWXVcsOWCbd2q4thPq/Cq4apxtELj6OBNx9MgCo47zs3rNUFjwXJTgEc2+0ebueaDpeDp1aiqChY4j+T+9ttvs2fPHvbu3YtOp+Ps2bOWY2Qkd4lE4owqYcE6fPgwN910E02bNqVTp07s37/fYbkFCxbQpEkTkpOTmTBhgiWxc35+Pv369aNGjRrUqFHD5pgzZ87Qr18/UlNTSU9PZ/jw4T5bau4JRoHFj8oVnvi3ROsUprbR8GYX+4NUBeo7WKzWqFrwKlXW+CMVoxCmIKt/5Pi+bk8ItKO41ksndwiehM+e4iqS++uvv85rr72GTqcDTOm0zMhI7hKJxBlVQsF6+OGHmTBhAocOHWLKlCk2zutmMjIyeP755y2pcs6dO8eCBQsACAkJYcqUKaxbt87uOI1Gw/PPP8/BgwfZvXs3DRo0YOrUqX4/p/IsynAv3pDWi7eeQ2d2FXQahadbXXsE+tXSUy/KvQbe76ZyS1LglDFPLHnucqkY+v4YQasvAut/FnAF6084RVgecyT33NxcLl68yJdffkmXLl3o0qWLjVP79URyN39KSkr8dh4SiSRwBP0U4YULF9i5c6cluvqwYcN49NFHyczMtAnV8Pnnn3PnnXfapcp5+OGHCQ0N5dZbb7WJk2UmMTHRcgxA586dK4xj42tO5Au3g3t6o1g4OiQm1LT19c4q/eoqFOqha1Qe7rooT2yhYWILOF8oqL9UX+lpUvxhwZr/h5F9VyqIb1EJ+FLBCtXAC21Vpm13/wZpFJMA3lzjYEyX4ynWkdyLioooLS2lqKiILVu2cOLECbp27UrLli1JS0sDZCT3ipDyuEbK45qqJE+Vi+ReWalyAAwGA++99x5DhgxxWc6XqXIMRkGDpe5bTLxZAu/IEhGjM+9T6FvXVMCbmdHECIWtQ7QsPGTkVIHgi4zKMb/4Q8F6bVdwaAcGcf0n9343lbwy6F9PJavYs3vibRwsqPoWrPKR3CMiIoiKiuK+++4DTAGNu3Xrxvbt20lLS5OR3N1EyuMaKY9rqqo8Qa9gQeWkyhFCMGnSJGJiYnjsscdclvXlCHTTRQ3upEUxk3clh+xSDx2PC1TKp65RS/LKpdxxpZnbp2Ox9lOrp8ALqSYH+S8yKifFjDAYgMBbm/xBXkEh4H26ompawfBaVyzfM/I8e8ZKCgvIztZTUhIK6Dxq++LlK2Qr169lBSJVjqNI7gAjR47ku+++Y9KkSVy+fJmtW7da3AhkJHeJROKMoFewKitVzuOPP87JkydZuXIlquraTOSrEehvlwSDf/LM36dGXAxx4Z7ZFjpUF0SH6Mm9mlUlRIXuDaKJC7Ovx/ELzD4di6NyccD73Qx+W91mjS7kxlSuAJ4/eH1KxNQ2Gpv7E15oxJP0R9WrRRIXF014mAFPo3JFVIsul8rJeypz1GqO5N64cWN69eoFmH7Xv/76K7NmzWLMmDGW9FnPPvss7dq1A0yR3MeOHUtKSgqqqspI7hKJxELQK1jWqXJGjx7tMlVO9+7deeGFF0hISHA7VQ6YlKsjR46wcuVKy0ohV/hqBPriDs+XXHnj5K7TKLzaSeXxn43oBTzXVnWoXDnj7a4qj/9y7UX7SkfnL9CJLTSMbqqiUWHZUcH9G/yzrMwfTu43CqOb2t4fT/2irmeKsKquInQVyb1GjRp8/fXXDvfJSO4SicQZVWIV4fz585k/fz5Nmzbl1VdftawOfOihh/jqq68AbFLlJCcnk5CQYJcqp2vXrpZUOffffz8Amzdv5p133iEzM5POnTvTpk0b7rzzTr+fU1ax4OsT9h36m11UYl0Yw7zNo/tICw2n79Vy5l4tL7TzzPozJtXkCA9wcy2FcamuH5swrUKIqnBfE/89Xv7wwaqqrOijoXOCgk6FjX/RUDvS9uKcL/KsPu1VJ3dvnrWSKqpguQo0ambRokUoisLq1ast22SgUYlE4oygt2CBf1PldOvWLSC55yZucvwmGt9MZdbv/pliS/BwatFMVIjCf/trMAjQeqjZNIyCTB8HBAVQvQiCeaOSUl1hy2DnP+XuiZ7dM7OV1Bv1OM9+NrnK4CzQKJimEOfPn0+XLl1sjpGBRiUSiTOqhAXrRuNQjuBzJ6vtwrVQ7MIKUN0zn2OfoSiKx8oVwHe3+0eHlxasa4RW8CtuGqNwR33TBVOAvnVcX7ywqwZObyxYOaWeHxMMuAo0Cibl680337TztZSBRiUSiTOkghUA7ljj3LFdVRQiXOgkqrdzhAEiNUbxSz7DG1HBWtlXw0Op9ie2ZbAG40POr2GoGzO+X/bVsHmQhr13aZnR3vnPPkwDrWNNGr43lzjHwxWuwYo50CjA+++/T8uWLencubNdORloVCKROKNKTBEePnyYBx98kEuXLhETE8NHH31EixYt7MotWLCAV199FaPRyK233srcuXPRarXk5+czbNgwduzYAcClS5dsjrvrrrv4+eefOXv2LHl5eURFOcgh4yMe+knPoSuuyzyZpjJ1m/004YvtqqY+XN/N6PCeUJWd3B9upvLPm1SGrjXw7UmTQvLXdJXBDU2fV1pms73QFCagZ5JC2NU5u5axsM9B9AJ3FCyNqnDT1anCMiOkRMORXPtyU1urRF9NKuCNLn/RQ3+vYMQ60GhGRgYffPABmzdvdlpeBhp1jZTHNVIe11QleapcoFG4lipn9OjRfP7554wbN87OJ8ucKue3334jISGBwYMHs2DBAh5++GFLqpz4+Hj69OljV//EiROZO3euTUR3X3OpWPD8diMLDlbcAT/uQMFKjoYn0qqmggWmxNO3/dd3HtBR7mUWCih/qa+w2sFChtc7q4RqFFb303DwiilsRrJVYm1VMQUILU9cqGO/M3cULGtCVIX/9tfy8u8GMvMgM0+gKDAiWeW5tipXruZi9EaHnb3bSKgGnm+nElIFzYzlA43+8ssvnDlzhubNmwNw7tw5xo0bx0svvcT48eNloFE3kfK4RsrjmqoqT9C/sc2pcsyRlIcNG0ZGRobdCh/rVDmKojBx4kSWLl0KYEmVYx080Jo+ffqQkJDgt3PYf1nQbLmeeQfcc14P1yoUjtEyKlnh5loKy3prOHJPiCW9TVWkb12V/XdpeaylytoBGsT4EMvHG0Yk+/bRbRAFszupKD5ynE+tDl/dpqFFuUeuTTxU0131h1IUmsUoNsqVK+pF2m8L01yLyu8JKdUVFt6i5ce/aMkYGcKxESHM6qhBY6UUuZqqdsXffzOS/Kmeb08YA7KAxFvMgUbXrl1r6StGjRrFuXPnyMzMJDMzky5durBgwQLLYhpzoFHAEmh00KBBLtsxh3kxf3ytXEkkkuAg6BUsV6lyrPFFqhx38dSH4o7v9WS54WZxd6NrL7dwrcLi3lp+ukPLcB8rE4GieazC2zdp6FPH9nx61LJVMLomuFY47mmscG+KQksfLtRaeIuGZ1pruDQsn3/f7F0Q085X5W4SDd/216IopjRCZqfy1nHwgZd1AzSPsb8uydH2mQ58RcNq3td7sgAGfm+g21cG1p02KVq5pQK90aRwGYwiqJQvc6DRnJwcevXqRZs2bRz6XJXnmWeeoaioiJSUFPr16ycDjUokEgtVYoqwMlLleEJFPhRCwOozWkZvcS9xMkCv+CKea2YgOztwL51AzXX/v2YqGbnhXChWeKzhFZ5tq+FwnsJLe0PJ1yv0TtTzwh5T6hiNIvhn6zzycmBlN1h2IoQYneB0ocor+72zBHx5cyGtwwxkZ5uuQe8YiNdFklVqUgQ7xBl4v2MRe3M0FBmgcZSR/htszUlzOxQxtJ6eiyUKcTpBmP5absdPbVf2V5jz0dl9SIuwT3nTsloZ2dl5bp+rO5jbryEqTrETrhFMTCnlzYOOr/0vFwR9v702NaxRBGEqFBgUokMEraobuLOenkI91IsQ3JakJ0xT+alyXAUatWbDhg0232WgUYlE4oygV7AqK1WOJzjyoTBodHx1XPDJYSPfnHRfSXqurcr/S9Mz/cWXSR04M2DTBSUlJbz22mvMnFn5MvSLgxNNTDK88MIcIrvPpHNcKF9fM0jybCeB3shVh2/TSzYOmJZ0rczAZCOXiiEjT/DklmvTsa92VPlbGw3nCgU3faUn46o+UjPMFEaiXY3qgO01WDNQx5t7DNQIU3ihnZbY0DA6WD1O/w0zcvt3JsWhTTw80tYU2f96vfhc3YdBsYKWe/U2ju5DU8KIi3M/z6An7bfR6QD7Fa8PNlHYfF6QWwazO2l5sKmO2d0Fz/xqZNkxI2cLnddvEAoFV/Wt3DKFzZe0bL50rRuK0cGQ+oLwte/z5ot/ldNnHhLI37GUR8oj5bFFEcFkp3dCz549GT16tMXJfc6cOWzZssWmzLFjx+jevbuNk/uAAQOYOHGipUxmZiYdOnSwW0VoRlEUl6sId+7cSfv27dmxY4clF1mxXvDXX43857DR4yCLF+7TUjNcITc3l+rVq3PlypWAJYG9kWQo1gvG/mTgq+OCHkkKn/TUWFID5ZYKdmUJmlRXqBVhaxn1tP38MpPS50vfuIpk2JcteOh/Bo7mCsamqrzSUfXpFKF1+1HVqtFgqZ5TBbZljt2jpVG0ghDCoXV5wUHB338zcOJ6AsyWFvKfnhrub+m/Fb2VjaP+w9cEw+9YyiPlkfKYqBLOPf5MlQMwaNAg6tatC5iixvfs2dNt2Sb8z8B7+z1TrupHwfe3a6jpZWR1iWvCtApLemvJHxPCt/21NnkXo3UKNyepdsqVN0SFKJW+8KBlnMIvg7VcuD+EVztp/OZ/BaaYa5/00hBvNVCbkq7SKPqak355FEXhoWYqR+7RMreb6rWjPLoIHtqio8wY9OM/iUQicUjQTxGCf1PlABYlzRu2XHD/BfD39irPeZgHUCIJJLckqWSOVNhwRhAfBl0T3RuThagKj7TQcG+KyocHjcSGKnSsqVCgF1wogiI9rD0t+PakkXCNKXvByXKWMgEU6gOXvUAikUiuhyqhYAULRUWmKIoHDhywbOupN3D4+LXkuM4mXPvWhX5GDTt32o/68/NNcym///67X4OcukLKEPj2g0EGZ+3Xvvp352nP6+wBUAbF+aABzG5zD0fCw82ulTtXKPjwoJFVx43oy/SMaQZH99ovFGnWrBkREb7zO6ssHPUfvibQz095pDyukfK4pirKY90/VQkfrGBh8eLFlnhcEokkMPjTh8mfyP5DIrnxse6fpILlAZcuXeL777+nYcOGhIe7H4JBIpH4jqpqwZL9h0Ry4yMtWBKJRCKRSCR+pEqsIpRIJBKJRCKpSkgFSyKRSCQSicTHSAWrkvj+++9p3749bdu2JS0tjUWLFgGmZNb9+/enSZMmpKWlsWnTJssxhYWFjBw5kpSUFJo2bcqKFSu8bv+7776jQ4cOpKen06VLF3bt2uX39h9//HEaNmyIoijs3bvXst3bNo1GI4899hjJycmkpKQwd+5cr9qfNWsWqampqKrK6tWrbY7xZfuuZBg7diypqam0adOGHj168Pvvv1fqNRgzZgzp6em0adOGjh07sn79+kq/BmYWLVqEoig298LXMtwoBLofKU8g+hVrAt3HuCtPZfY57shTWf2Pu/JUZn/kjjxmrrdvQkj8jtFoFHFxcWLXrl1CCCEyMjJEaGioyM3NFWPGjBEvvviiEEKIrVu3ivr164uysjIhhBAzZswQDz74oBBCiGPHjonExESRnZ3tcfvZ2dkiPj5e7N+/XwghxIYNG0TLli2FEMKv7W/cuFGcPHlSNGjQQOzZs8ey3ds2Fy1aJHr37i30er3IysoSDRo0EAcOHPC4/S1btogjR46IW265RXz99dc2x/iyfVcyrFq1ynLOX3/9tWjSpIlfZHDW/uXLly3///bbbyI+Pl4YjcZKvQZCCHHy5EnRtWtX0aVLF5t74WsZbgQC3Y+UJ1D9ijWB7mPclacy+xx35Kms/sddeSqzP3JHHiF80zdJBasSMHeMGzduFEIIsWvXLlG7dm1RUlIiIiMjxYULFyxlO3bsKH788UchhBAtWrQQW7dutey7++67xcKFCz1uf9u2baJ58+Y226KiosSOHTsqpf3yD6+3bQ4YMEAsX77csu+ZZ56xdKKetG/GUWfnj/ZdySCEEBcvXhQ6nU4YDAa/yeCq/R9//FHUqFHD0qFV5jW4/fbbxZYtW+zuhb9kqMoEuh8pT6D7FWsC3cdUJI+Zyuxz3JFHiMrpfzyRp7L6o4rk8UXfJKcIKwFFUVi+fDlDhw6lQYMGdO/enUWLFpGXl4fRaKRmzZqWsg0bNuTEiRMAnDhxggYNGjjc5wlNmjTh4sWLlvyNX375Jfn5+WRkZFRK+9ZkZWV53aY/5ClPINr/5z//yYABA1BVtVJlmDp1KsnJyQwdOpTPPvvMkvqmstp///33admyJZ07d7bbF+jnIBgJdD9SnmDqV6wJ9j6mPIGWJ1D9T3kC3R9Z46u+SSpYlYBer+eVV15h1apVHD9+nPXr1/Pggw8C9vncRLmoGdb7y+9zl+rVq/PFF18wdepU2rdvz4YNG2jRogX5+fmV0n55rqdNf8hTnsps/5NPPmH58uXMnz+/0mV49dVXOXr0KMuXL+eZZ56htLS00trPyMjggw8+YObMmU7LBPo5CDYC3Y+UJ9j6FWf1e9p+IJ6tQMkTyP6nPIHsj6zxZd8kFaxK4Pfff+fMmTN069YNgI4dO1K7dm12794NwMWLFy1ljx8/Tv369QGoX78+mZmZDvd5So8ePdiwYQM7duxg9uzZNvJURvtm4uPjvW7TH/KUpzLbX7ZsGTNmzGDt2rUkJCQERAaAPn36kJeXx549eyqt/V9++YUzZ87QvHlzGjZsyJYtWxg3bhwffPBBpclQ1QiGfqQ8wdKvWBPsfUx5AiVPsPQ/5QlEf2SNL/sm6YNVCZw7d05Uq1ZN/PHHH0IIIQ4fPixiY2PFqVOnxIMPPmjjjFmvXj2L8+GLL75o40yXkJAgsrKyvJLhzJkzlv+nTZsmhg4dKoQQldJ++fltb9tcuHChuPXWWy0OhPXr17c42HrSvhlH/hD+aN+RDMuWLRMpKSkiMzPTrqy/r0FZWZk4dOiQZd+vv/4qYmNjLY6alXUNrCl/L/wlQ1UmGPqR8gSyX7Em0H1MRfKYqcw+x5U8ld3/uJInUP2RM3nKcz19k1SwKoklS5aItLQ0kZ6eLlq1aiWWLl0qhDB1mn379hUpKSmiRYsWYsOGDZZj8vPzxfDhw0VycrJo0qSJ+Oyzz7xuf9y4cSI1NVUkJyeL++67z7Jqw5/tT5o0SdSpU0doNBqRmJgokpOTr6tNvV4vJk2aJBo3biwaN24s3nnnHa/anzVrlqhTp47Q6XQiPj5e1KlTx+IQ68v2Xcmg1WpF3bp1RevWrS2fS5cuVco1KC4uFjfddJNo2bKlSE9PF127dhXr16/3yz1wdQ2sKd+J+VqGG4VA9yPlCUS/Yk2g+xh35anMPscdeSqr/3FHnsruj9y5PtZcT98kU+VIJBKJRCKR+BjpgyWRSCQSiUTiY6SCJZFIJBKJROJjpIIlkUgkEolE4mOkgiWRSCQSiUTiY6SCJZFIJBKJROJjpIIlkUgkEolE4mOkgiWRSCQSiUTiY6SCJZFIJBKJROJjpIIlkUgkEolE4mOkgiWRSCQSiUTiY6SCJakyZGZmoiiKzUen01GvXj1GjRrF7t27HR535coVIiIiUBSFqVOnOq1/3bp1dvWHhobSqFEjxo4dy9GjR/11ahKJpIrzwAMPoCgKtWrVQq/XB1ocSRAgcxFKqgyZmZk0atSI5ORk7rvvPgDy8/PZsmULmzdvJjQ0lB9++IGbbrrJ5rh58+bxyCOPoCgKiYmJnDx5Eq1Wa1f/unXr6Nu3Lx07dmTAgAGASTn73//+x44dO4iJiWHr1q00adLE/ycrkUiqDLm5uSQlJVFUVIQQgpUrVzJ48OBAiyUJNB6lnpZIAkhGRoYARL9+/ez2TZs2TQCiZ8+edvs6dOggwsLCxOTJkwUgVq1a5bD+tWvXCkBMnjzZbt+4ceMEIMaOHXv9JyKRSG4o5s2bJwDx17/+VSiKIu64445AiyQJAuQUoeSG4LHHHgNg27ZtNtt3797N9u3bGTx4sKXMggULPK5/3LhxAOzYseM6JZVIJDcaCxYsQKfT8eyzz9KtWze+/fZbzp49a1dOURR69uzJxYsXGTt2LAkJCYSHh9OlSxc2bNhQ+YJL/IpUsCQ3BIqiONxuVqYeeOABUlNT6dSpE99++y3nzp3zqH5xdSbd0dSiRCL587Jnzx62bdvGwIEDiYuL44EHHsBgMLBo0SKH5XNycujWrRu7d+/m3nvvZejQoWzfvp1+/fqxd+/eSpZe4k+kgiW5IXj77bcB6Nixo2VbSUkJixcvJiEhgdtuuw2ABx98EL1e77Tzc8YHH3wAQPfu3X0ksUQiuREwD+Luv/9+AIYPH05YWBgffvihw/K7du2ib9++bN26lTfffJPFixczf/58SktLeffddytNbon/kU7ukipDRU7uYWFh/PDDD3Tt2hWAZcuWMWLECP7v//6Pt956C4Ds7GySkpJo2LAhBw8etKnfmZP7Tz/9xM6dO0lNTWXjxo0kJiZW4llLJJJgpbS0lNq1a2M0Gjl37hw6nQ6AESNGsGzZMjZu3EiPHj0s5RVFITIyknPnzhEVFWXZrtfrCQ8PJz09Xboh3EDI+Q5JlePo0aPMmDEDgJCQEBITExk1ahRTp06lVatWlnLlR5YAcXFxDBw4kC+//JJNmzY5tEht27bNzpcrNTWVzZs3Ex8f749TkkgkVZCVK1eSlZXFxIkTLcoVmFwSli1bxocffmijYAE0adLERrkCk+tBYmIiOTk5lSK3pHKQU4SSKke/fv0QQiCEoLS0lJMnT7J48WIb5erEiROsX7+e5s2b0759e5vjH3zwQcC5s/vkyZMRQmA0Gjl16hRPPvkkBw8e5J577sFoNPrvxCQSSZXCPA1oPYgDUx9Vq1YtPvvsM3Jzc232Va9e3WFdWq0Wg8HgH0ElAUEqWJIbkoULF2I0Gjlw4IBd8NAhQ4YA8Nlnn5GXl+e0DkVRqFOnDm+88QYjRoxg/fr1zJ07t7JOQSKRBDEnT55k7dq1AHTr1s2mj9FqtZw7d47CwkI+/fTTAEsqCRRyilBywyGEYOHChSiKwujRo1FV+3HEnj172Lp1K59++injx4+vsM45c+awcuVKZs6cyejRo+1M/BKJ5M+FeRDXvXt3UlNT7faXlpby8ccfs2DBAiZMmBAACSWBRipYkhuOdevWcfz4cW699VanK3l27txJ+/btWbBggVsKVp06dRg/fjzvvPMO77zzDs8++6yvxZZIJFUE60Hcf/7zHxo1auSw3N69e9m6dSt79+4lLS2tkqWUBBo5RSi54TD7Vo0dO9ZpmXbt2pGens6vv/7Kvn373Kr32WefJSwsjDlz5tj5VUgkkj8P69evJzMzk549ezpVrgDGjBkDeBfcWFL1kQqW5IYiOzublStXUr16dYYOHeqyrKedX1JSEg8//DDZ2dmWsA8SieTPhzuDOIBRo0ah0+n45JNPKC0trQzRJEGEjIMlkUgkEolE4mOkBUsikVNOrcQAACAASURBVEgkEonEx0gFSyKRSCQSicTHSAVLIpFIJBKJxMdUOQXr8ccfp2HDhiiKYpN5/MKFC/Tv358mTZqQlpbGpk2bLPsKCwsZOXIkKSkpNG3alBUrVlj2GY1GHnvsMZKTk0lJSZGBJCUSiUQikVw3VU7Buuuuu9i0aRMNGjSw2T516lS6dOnC4cOHWbhwIffeey96vR4wBYkMDQ3lyJEjfP/990yaNInLly8D8Mknn7B//34OHTrE1q1bmT17Nn/88Ueln5dEIpFIJJIbhyqnYPXo0YO6devabV++fDmTJ08GoGPHjiQmJlqsWMuWLbPsa9SoET169GDVqlWWfRMnTkSj0RAXF8fw4cNlagOJRCKRSCTXRZVTsByRlZWF0WikZs2alm0NGzbkxIkTgCnxr7XFy9195SksLGTLli2cO3eO3Nxcy6ekpMQfpyWRSP4EFBYWsnPnTgoLCwMtikQi8SE3TKocRVFsvpcP72W935N91vzxxx907drVbvuUKVP429/+5pG85cnNzSU6Ovq66rhebhQZLhQrDNgQQUaBSq0wIyt7FNKkmum+GgXklkGkFkIcDC9ulGtQldt3JUNcXFwApPEvf/zxB+3bt2fHjh20a9fOL21cuXKF6tWrX1cd7+w18PgvRh9JJJH4jxgdvNtNw70pvrchefJbuiEUrPj4eAAuXrxosWIdP36c+vXrA1C/fn0yMzNt9g0YMMBmX8eOHe2Oc8bGjRtp06aN5XtoaCihoaHXfR7B8PK4EWR4eYuBjALTi+BcscrSM9G81VVDbqlgyBoDP541KVvv3qTySAsVtZxybm7/8BVBjA5qhtvuN+97/GcDF4oF09poGNrItz/kQN+HQLcfLDLcKBgMBq+P/eW8kZu+8v54iaSyySmFBzYYSI9TaBVn339fD578lm6IKUKAu+++m/feew+Abdu2ce7cObp37263LyMjg40bNzJo0CDLvvnz52MwGMjOzmbZsmXcc889LtuKiooiOjra8vGFcvVn52S+YHeWwJkB8ViuYN1pI0V6xwWyigWTNhm49wc9b+yxHWX/c6/p+5IjRotyBfDoz0ZGrHf8Y3noJz1Nl+tJWqxn6RH7Ufv9Gwx8d0qw8xIMW2fgZL5MiHCjUFxczJAhQ2jatClt2rShf//+ZGZmAq5XK5dn9erVNGvWjJSUFIYNG0Z+fn4lnYFvOF8omPWbQSpXkiqJUcCc3YF9dqucBWvy5MmsWrWKc+fO0adPH6Kiojhy5AivvfYa999/P02aNEGn0/Hxxx+j1ZpO75lnnmHs2LGkpKSgqirvvfeeZXR8//33s23bNpo2bWop27x584Cd35+RJUeMjN5ooMwIg+uEsXIA/HTWyMRNBooNcHMthf8cvqbA5I/WEhmicLlEsOiQkbhQhS8yjXx13LmSo3xQ5nD7ZxmCf/9h5KFm18Yae7MFCw6a6jIIePRnA91qKey/LAhRITZU4dcLtm2N+8nAmgFayxRz+SlrSdViwoQJ3H777SiKwrvvvsuECRNYs2aNZbXyd999x7Zt27jrrrs4evSopa8xk5+fz7hx49i4cSPNmjXj0Ucf5eWXX+aVV14J0Bm5z55sQfoXer+2EaJCUsS17yeuQ/esH3X9dfiTWuFwrsj5/oRwCNOY/jcajZwq9K3dw5vrE6JCYpiRIoNK1nW6GCtAvahr37OKocDDx6tuhBFVVTlTAE7G2A7ZfD6wA1+Zi9ADdu7c6Tdfiezs7IBPiQRKhvj/lJFt9SOe1VHl/21z7utxWx2Fb/trSP9Cz/4c38iwdoCGPnVUsrOz+eRMdf7PC1+TuxsprDou6JaosLS3hsQIk5K16ZyR13cbqRupML2d6nDK0ZpAPwuBbj9YZDCzfft2RowYwZEjR4iKiiIjI8PibtCpUydmz55Nz549bY757LPP+Oijj/jmm28A2L9/PwMGDLBYwqzxZ79ixt3rOWmTgfcP+N/PqluiwqZB15TSMqOg0ad6Thd4XpcYHwI4H0QFmn13aXl3n9Hpdd06REPHmialKjs7m7PEkuaBgts2Hj7voyV5meNjzNen52o9G8+697rvkqDwzc25/JATw91OrPzu8rfWKq920li+P/w/A//6w/1nLEILJwfnERcXR9rnZey77H7bOhWKx2p9OuD1pG+6YaYIJVWX7HIjJFfKFcCa04Llx4TPlCuAsRsNlBoEx/IVdmd7N+b4LENQaoQfzwr+fdB0Dn/71cDNXxv46rhg7n4j9/4op1uqGm+//TZ33HFHhauVrXG0Ovn06dMYjc6f7fz8/ICuTt5+0bkS4GvKLzAJURV+HlTlJlTcIkwDL3VQGdvU8Us+PtR2e7TO/bp3D9Oyc2gIjaMV0mLt9w9ucK1unQdve83VwxwtBLpePFV1tFYHeHpsqREK/WuMdcmN+URLgg6jEAxda2DVcUFqdVg3QMuZQoFO493I4stM374IThZA0mI92SVRwPUbdZ/bbmRgfZXZu23lXHtaYBTCzrFeEpzMmjWLw4cPM2/ePIqKiipcrWyNp6PmW265xea7L1YnmzEHVi6PQZh8VX67rHL7hkiftOUWhjKys3NtNplmkap5XFV2dvbV/zw/FqBxpJFjBf6zNRTl5RATLni9FdxWQ8OIn6/NjYapgqjSy5hP4fLlyxAJ7p5LbXHt2PvqhzD1cpjNfqO+9Np1NoTj9ivfUMbly5cpLtYAERUWd0VhURHZ2aWW76WloYD7WqSKsDy/whgBaFwfUI6j53OoG+G7iTpnvyWwX5gjFSxJpfDcdiOrrvpIHbwC9ZZe37DClU+Dt5S3pF0vbVc4PsejudCkOhSUCVafEOhUuKOBglaVSlcwMWfOHFasWMG6deuIiIggIsL0onG2Wtma+vXr88MPP1i+Z2ZmUqdOHVTV+YvcX6uTzZTv/L8/aaT/d/63qD7WUuWdfbYDjcjQEOLiwh2U9nya79p5eTdFGKFTwYupSYAB9RS+Pen65V27RgyxV61Uw2IE6X/o2X1VKXqilYaEGrb3pXpMLNEhenIrOJ1XO6rEx187Nj7aCNjez4hQHXFxpuc2PFSPu4PHUF0IsbGxxBVWs6vTU8LCwomLu+aEFRFmANwfIIdoFJMscXFoNZ7fY2N4DHE+Xkn4p5wi/P7772nfvj1t27YlLS2NRYsWAd7nKZT4jld+963FqSp7Dj72s4GcEkHHlXpG/GBg6DoDt1u96IoNsPCgkSd/MXCusAqfaBXmjTfeYOnSpaxdu5aYmBjLdlerla3p378/27Zts6Tdmjt3LiNGjHDZZmWvTq5IuXq0hWrx37keHBmp/TH15C231nEtTLyL23CfG3GWwqwMLlpVYfudWlb00fDjQA2zOtofr1EV3uqqQaeapsQclQF4spXtdq2DYtbbPLnm5nvmqE5PKd+DeTqOtH5+vBmDZhcHrg+9YSxYQghGjRrFjz/+SHp6OpmZmTRr1oyhQ4e6XPljnacwIyODrl270qtXL2JjHUxoS7ziUI7vH/CqrHZ8f0oQ+x9b69a604J/HTCy8riR/568Nmp8a6+R72/XcGtthV8uCEoN0CNJWrv8yalTp3j66adp3LgxvXr1AkzWpF9//dXlauUXXniB2rVrM3HiRKpVq8a///1vhgwZgl6vp1WrVpYBXzBwLLfiX9Dopr7Rghw9qv5QsN7qqvKEh4tTxieXEhca5rJMYjhOV9LdXEvh9noK/3VhxQorN6MVoirc2cj173dMqsqQhgpGAfFhCrfVUemw0tRn1AyDXwdr7dwrHF1T6yJaD7oMX/pglR8Me9p1WSt53nhWXCmtuIy/uGEULDM5OSbP59zcXOLj4wkNDWX58uVkZGQAtnkKe/bsybJly/joo48A2zyFo0ePDtAZ3FjszRa08sOSb2NV1rCc8PAmxxaFfv+13T4qWWFx7xvupxs0zJ49mwYNGnDs2DH27NlDWloaADfddJMlnU1oaCj79u2zGYjNnDkTME0HpqSkkJaWRliY6eU9Z86cgEfHt6b8lJ0j2tXwTVvtati/FXWeudG4xaQWKjklsP2SoEWMQoNqMHmz8/NsFQevtilh/gnXClZCuMJ+J4PExAj4pp+GvZehRhi8sN3Avw86zxTiCbFWzu/tayqcuVfLzkuCDjUUywplaxwpUNbbPFGWzEqNTxSsct89rdJaSVRQHNTomsIAriu6YXppRVFYvnw5Q4cOJTIyksuXL7NixQry8vK8zlPoDPNqHzO+9pW4kbjpK/8s4bgB9Su3WXpU8M5NgrgwacXyB3fddRdTpkyxm/r7+eefLf9//vnnzJgxg/T0dId1xMTE8Pvvv/tVTm8oMwoe+slgE1euPLfWVvi8j8ZnS9v71Lavxx8WrBBV4cX2tprbvw4Y2ZXtuPyk5iYhKrLsRDmZJR1YTyHkqjmm1VWXnDCN5wqAuyRFKAys71xYR9N5p63SW+7xYHW0WakJ83IRkjXlLViePlbW5+WN4f6GXUU4ffp0ZsyYYfleo0YN0tPTmT59OjfffLNN2ccff5x33nmHv//97zz33HN2dXXv3p3NmzcDoKoqSUlJdOnShZdeeolmzZqh1+t55ZVXWLVqFd26dWPbtm0MGTKE3bt3X1eeQkf4Y7WPq5UJlYU/ZMgr825lT0WU6fV4uprkRkEAxy/mQKTpWd1yScPAjSZH1r81L2FKi+uziQfzs+hpbKx27drx22+/8eOPP9rFqnJGjx49Kizz4YcfMm7cOI9kCQbe3mt0qVwBrBvou9fC97drHL74K8sHa2YHDYPX2JswUqvD/U1USvIqliXSyeWY292+/+mSqPDufm8kvX4chWH4/tS1e+1M0XSEWa9y5X/mLdfjg+WNulfoSWRSH+N3C1Z4eLhlNc2pU6d46aWXuPXWW9mxYwetWrUCTLl9li9fDsDixYsdKlhg6vhee+01DAYD+/fv57nnnqNPnz7s27ePw4cPc+bMGbp16waYpgJr167N7t27Ae/yFDpD5iJ0TpFe8OFBIyGqwsazRvw1mtNotH6ruyoQXT2GuGiFQr1goNUU7GsHQhneLNLhtIwn3AjP4h9//MFvv/0GmPoVdxWsijh9+jQbNmzgP//5j9Myubm5dOzYEYPBwJAhQ5g2bRoajesBQWVYxsuHDfE31UIcO7nr3HzLhmlMiz6cUVFspwZR9u30TFJY3U9DZIhCCRAV4lqWCAdvybqRUN9B3cMbKzy71RT2BWBKeuV589dwPdNJanXTCm53sChYFdTpDknlojx4ekWsLYzeWLAKAhh/1u8KlqqqdOnSxfK9U6dONGzYkPnz5/Puu+8CsG7dOs6fP0+/fv34/vvv2blzp8OIxrGxsZa6unXrRnh4OPfffz9r1qyhR48enDp1ioMHD5KamsqRI0c4evQoTZs2taz8mT59utM8hR999JElT+G8efNcnpN5tY/Enpu+0vN7lv/b+fOqViaEgC3njXR1kCfuvX0GFtxyw8z+e83ixYvRaDT07NmTzz//nPfeew+dzoMojk746KOP+Mtf/kKNGo6dlJKSkjh16hQJCQlkZ2dzzz338I9//IMpU6a4rNffcbAul8KFItcW5UlNSsnOzrPZlh4Twe4c76zF+Xm5XMFI+bhOhtJish3GRbEtpyJwZbcY1cBeXmsK8lSuBpay0KtGESV5ZZRgui5KiRZwFDLChNZQQttYDb9dvnYNRtYvcdru2p4KS46HkBhmZHh9vSVOlTtcj/U4vFTBHE3MzGSr+zmglo6DV+wV9vc7FvHINtvzN+pLLbKEa6IoMng3YAtVBXfXumJzDUpKdIAHAwejwSKLQe95HKysfNs4XNdLUMfBql+/PjVq1LA4nYOpI4yJieHDDz+kYcOGLFmyxK2UEa1btwZMflSJiYnMnz+fu+66C1VVEUIwd+5c6tSp43WeQol7HLgsWHTYiEahUpQrqNphGirirXbFPLHT9dDxZIGg9zeOh/YfHhL0r2fkSK7g9noqbeL/nL5aS5YsoXfv3jzxxBMMHDiQb7/9liFDhgAmR/RGjRrx8ccfs2XLFhYvXkxYWBj33nsvr776ql1uQTNCCBYuXGgJ1eCI0NBQEhISAFOHO3bsWJYsWVKhguXvOFj/y42hophG1SLCiIuzVUje7W6kx2rb4+5upNAyVmH6TtcWsbjq1akZC2DrCOOoHRO25gZVVRyK3CoOmlVXmNM9grgw5wFSa2qEXduxURHExV17SceqUbi6LjWqhTGlgcK9PxowCpNP1sT0SOKioxyWjwNm1HZaXYV4+/6JjRW0ibcd4L7VIwKtaro+j7QWvHnQ3iEpIsL+/M+W6iyxp+LDyjjlRZywLgkK/+iioWGi7flEhHsWB0sXorHIEhLifiwvM0JrG4fLF7h7jypdwcrNzSU7O5vatU1PYFFREStXruTuu++mdu3a3HbbbSxdupTZs2e7DMoHWJzRk5OTARg5ciQjR460K5eYmMiaNWsc1hEZGcmyZcuu55T+lJQYTAEy917G74lhHeEP/ap7osKmACcHBdCqFcvgTLkyM/xq/rD/t83Iqts0DGoQRIGHKoEtW7Zw7NgxnnvuOW677TZq1KjB4sWLLQqWmWnTpjF48GCWL1/O5s2bmTFjBikpKUycONFhvRs3bqS0tJS+ffs6bfvChQvExsYSEhJCSUkJK1asoG3bthXK7G/L+HenKn6uHE253ZykcnKkwp7LAo0CreOurWITwAwXSpaqXF8cLEfF6kXC7mHuxedy1E75FYxpsa4HIJFaGJGsklpdYU+24NY6CnUig2/QoigKawdomX/AyKVieLylahPOpUl1xzI78lHKK7u2LT4UtxWsXUO1nMgXdKul2KyCtMbTFeBaKx9pb3qxQDq5V0qvq9fr+f/snXl4E1X3+D8zSfd9oVC6UGgpO5QdUVEElF0ERDZFQFEB9fX3uqD4KigI+nUDFRfADQEFQQRcUFQQEKQCZRGRtUDZCg1QujfJ/f0RkibN0iRNm1Lm8zx5oJmZe89M7pw5c+6552i1WjIzMxk7diw6nY6hQ4cCsHr1aq5cucLIkSMBGDVqFKdPn2bDhg1W7Qgh0Gq1lJSUsGvXLp599lk6depEv379quM0FK7yXLoO/4+1yAu0XjGuAEQVmFhvdJFRSzXAwPKw7r7zJx3HnMh7VJtYvHgxfn5+DB48GLVazbBhw1i7dq1FjBNA586dmTt3Lr169WLatGnceOONzJw5k/j4eLKysujZsycpKSmm/RcuXMjYsWOtXv5eeOEFU2jB5s2badu2LW3atKFdu3bUq1ePqVOnVv1JO0AI+MCJOoOH7YyT+GCJPgkyt8fLFikCHmshMzhJItGOg0Al2Tba7AWOl0eWIDXM8rsJTZ1/bNkysHzKBfKkhkuMSLZ/0xlXEbaNlrgvVa6RxpWRaH+JqW1VvHWDioah1nI2Dbf8u0+CZDPGzdwojnJhtXJSCPRvINs1rgBKXEyboKpkHqz82hzknp+fj49P2dtGREQE7777LnfccQdgUISxsbGmhH533nknwcHBJve+OatXr7Zoq169evz1118W3yl4Br0QXCgyBE7ml8KZAkM+kWf+1PHTKe8/rE/keb7NNlESP3YvYMvlEF7cUb3BwOZ4YGW0FWN/17Gh//URl2VcNNOvXz/CwgxP51GjRjFv3jxWrlxpkePu9ttvtzi2efPmXLhwwZSBvTyLFi2y+b0xBxbA4MGDGTx4cCXPwrMsPOqcjsx1MVQl0l9iRS/DuPrPVh1z9lneNyrJ4FnpFSfxs5ne6J/onJEkSzDvRhV9f9RRojcElz/UrHIGVoCNEJ5Ft6oYkWwoyF7e0xfk6TceL/JwM8tkrIOTZMJshCX2Syi7cBUFz5vjjO4qdlG1VqbYM9RyD1ZAQADp6en89ddfZGZmcuHCBSZNmgQYinSuW7eOgQMHkpuby6VLlygpKeGOO+7g66+/tqomf8stt5Cens6WLVt49dVXycnJYcSIEU6lVlBwnnMFgphFWup+oUW1QEvoZ1qaLNfSdqW2RhhXABeKPN+mLEHbCD0vtPNu+oeqSNK+8YxAml/KgSrIql/T+Pnnn8nOzmbAgAFcunSJS5cu0bx5c+Lj41m8eLHFvuZlcAB8fX05ffo0SUlJSJLEvn37TNtuvfVWGjVqRFpaGmlpabz11lt2ZVi7di1NmzYlJSWFIUOGkJdXBW8ETnL8iuCZDOeekpUpjXKlxHpsGR/er3VW0TjU8LCc1LjElDeqImTJUMpmzxA1q3qpyBispk6A8zeIn41buXGY9XcqWWJAA5kxNrLX28uDdS3yaAuZt7rIDGko8W5XmfFNJO5sYGs1ZNl1iHLgjSqPM7qrROeaDqpsqZxabWDJskyHDh1o3749DRo0sHCtL1++nJKSEj788EMiIiJMnxUrVnD58mW+++47i7bCw8Pp0KEDXbt25emnn2bmzJls2rTJVD+wuLiYyZMn07hxY1q0aMHo0aMBpRahq0zbqbdbGqI2U1PeU6vCg2Wk2XItU7brvJobpqoxGlFjx4610CtZWVn8+uuvnD171uHxQUFBbN682SIBsZG5c+eSkZFBRkYGTzzxhM3j8/LyGD9+PKtWreLw4cPExsYyc+bMyp+YG2QXCpK+dP4JUxkDy9aiQOMy/7QoiQPD1JSMV/NS62Knk5gaH6hNwiXuTJJdmq4CCPOVuCGm7JjWkdDeQQoTW3mfgmuR41eWJP7TSsXXPdVMamFIJuurktg/tOwkV/ZU0dpsYYwrqRqcMrBc9WCZTxG6dihQixONVsTixYtJTk5mwYIFVtuGDx/OkiVLHLraH3/8cd555x1mzZrFkCFDmDJlCrIsc/DgQSRJ4syZMwBKLUIXcSZWozZSU8r7VaWBBfDqbj0+smG6oH6g+6U8aiIFBQWsWrWKQYMG8fjjj1tsO3/+PMOGDePLL7+0CnY3x8/Pj/j4eLdl+OGHH+jQoQNNmzYFYOLEifTt25dZs2a53aa7fHHItXu5MrNhtrzKAWYNym6MM094AL69XcXMDD1aPTzTRnY43m0ZcEG1yINlj2YRkt3C3q4kG60KA6uyHqz869HAOnnyJJs3b2b69Ok2EwCOHDmSefPmcfnyZVMcRXl8fX159tlnmThxImvXruWTTz4hKyvLdAPFxsYCKLUIy7E7R/DCDh0qCWZ3VJEaLiGEQCcgI6f2ejYqoqaYGapqCLSfsUvPjF16WkTA7/3VRPpLXCoWbDwjUJeo6BMh3HogepvVq1eTl5fHY489ZlOvdOzY0eZqQmd56qmnePbZZ2nevDmzZs2iUaNGVvvYKr916tQp9Hq9w5XRnk40evCS4L9/umhgVcKiGd3YchVu+eB0d/BEod46ARJv3+DctL+teKRYG3X/rieCKkjEao4zw8fVIPfKFnuu1Znc7bFkyRIA7r33Xpvbx4wZw1tvvcWKFSsYN26c3XbGjx/P7NmzmTFjBlFRUcyYMYP169cTEBDAtGnTSEtLU2oRmqHVC4as13Lkqvj/XtLyUDOZx7cakwFW3tx/t6vM5D+uPS9YTfHkVLUHy5y/L0LUIi39EyXWnjAqokDYqOW1TjJPtnb8xl/TWLx4MYmJiXazto8ZM4bJkydTUuL6k3vRokUkJCQghOC9996jf//+7N9vuy6KO9fMk4lGS/XQ5BvXy1TpS0vQaHIr3tEGfaOgnn8QZ4sMT8QJjYpsJuN0lKixaWggB3LLjKGJje0n9PQE5WUJF9AoKIij+YZzaBKiI1p3xaVkoZ6Ux5sYZWnlb52s1dExFXmZ8osCcMX00JeWmmTRlrp2LEBeiR6NB3/AGpNodNq0aUybNs3mtmeeecah8mjTpo1F8Lp53JQ5vr6+HD9+nB07dtChQweaN2/O7Nmz2b17Nz179mTfvn1KLUIzfjmr4khuWe2C/Ze4alx5jpLCAlJDfDh45dqqFajRaMx+h6qpoegMBXl5QGCF+3mSMuOqjKe368nOLeTZFp7Lguws7tYiXLNmjcPtkyZNMi2ysXWvv/vuu6YKE+VJSEgADPpi8uTJPPnkk+Tk5BAVFWWxX2Jioqk8GBiSmsbFxVWY18+TiUY3ndFjK3nm9kEq+q/TkV1o+7ggf18iI90be5HAvrsFK44JUkLhtjj795C93/HjW/XcslZHqd7gTZrQKojIcM8miaxIltW9BVP/0iEBMzr4ER3pgXoxlZDHm0RGRtIlEv7TUsfb+wzJpOOCbK/iVkkQHVWx7CWSa8lCA/x8TIlG/XxdTzRapJc9fk1rbKLRqsIYQD9q1CjAYKA1bNiQf/75B1BqERp5a5PrA9RVQoKDeP9m6PG9i75gL2O8/oZ/vVfAKtxOhmhvMOegH5PSgkgKqX4vVk160Gi1WnJycqhbty4AK1asoG7dulbGFUDv3r2ZNGkSBw4coGnTpsybN4/hw4dX2IcnE43aSyrasY6MWrJ/X6orGYgY5S8xoZn7bdxQV2bvEInt5wU31ZVs5nKqalpESqy6vdY8Gj3CWzeoeLyljI8MXx7R86SNqWdnp5dzXVStqkoGuXszBqvWpHeOjo6mR48erFu3DjAYSseOHaNJkyameoOA3VqEgKkW4cCBAx32ZVSExk9Nnx6cs0+HNL+U+37TsjW76uejJeC2uFoztKqd6pwirIhSPczbf+1N91aGSZMmWSUaLS4upl+/frRq1Yo2bdowb948Vq9ebTrGPNFoSEgICxYsYNCgQaSkpHDq1Cmee+65aj2HpUfs/2aOsqjXhKHXJFzi3sayV4wrBfskhRgy2AfYsT2dzc7/bJrljhUF0Ve22HOB1rmZqaqgVpnpH3zwAePGjeOZZ55BpVLx0UcfERsbe13XIlx0SG9KLLfocPUMspqyGu9axRPXb2VPFetPC/xVUKiF9yuxMvT/9ujpHCMxpOH1YTSrVCrUajU6nY7169fTsmVLyjLgFAAAIABJREFUAFq3bs2WLVsICAigtLTUQmmbJxrNzMxk8ODBpuOOHTvG+fPnq61A/J/Zeo45CFtylNdpcEPl5lVwTLCdpabOGlh9EiRuqy/x62lBQhA831bFQ5vte1XNXzjdHZ1FOuwahlVJrTKwGjVqZLPEzvVai1CrF9y3ofqn6RQDy31kyTNehMRgifduNGi8l3a6Nga61dHy+3lL1TB0vY4L90ou5yG6Fhk6dChPP/20ycttZNCgQXz00Ueo1WrWrl3LsGHDOHjwoM02wsPDycjIqA5xrZi0xbEx7a+SsBcm0KN+7f99FSqHPQPd2RQfgWqJn/qoyC6CcF/4+6LjF/9GZp5Md9fbFGi9Y2BdH6+k1xmaIsGmM3p8Fnpn8lkxsNxHJUG7yMobxea/ga1acI5oFqa3We/t62N6irSCQ5cFWlcrtl5DdOvWzWYerIEDB5o83126dOH48ePo9TVr+rRQK9hxwfFv42gK+lpaMargHewZWM56sMCQOT82UCJALVUY32mead7dZ4u34rAUA6uWse2cnoSlWrqt9V6AuWJguY+xOG5gJd+2zJ+Trig+owxzu1of9MRWPQGfaEldpsVnoZa39+qu2zJVc+bMoW/fvnZXBubm5tKxY0fatWvHSy+9hE5X8f1oTP9i/JQvFeYMh53IsDAqxfYN2q2ecuMqVIwnDCxzov0lu57TnnESHeqUNezuCPVWNvdaNUVoZPr06UybNo29e/fSsmVLsrOzue+++zhy5Ah+fn588MEHJvd/QUEB48ePJz09HVmWmT17do0r1OoKL+3Se7U0ANSMQNlrFaN3YWyqzHuVCC4313WuerBkwE8lEeZrmeixsJyN8MQ2PXUDJEbYeWDXVr744guWLVvGpk2bbG6PjY0lKyuLmJgYNBoN99xzD2+88QZPP/20w3Y9kf6l9QrH6UU0Gg2DY+BxG2lIprfIQ6Opeo9cTcz1VFOoSfLYk0VXYDsvlkq4n29qQQd464Av54tlThZIHMyVaRqq5920IjQaYZYHyx9wPbX+mZzLxHjI21xj8mB5g507d7Jt2zZTGga4vkrl/HDS+x4FxYPlPsZrV9mVhHIlPFjS1UzyPepLrMx0PJ5G/qajVaREy8jr40f/6quvmD59Or/88gsxMTE29/Hz8zNti4yMZNy4cSxZsqRCA6uy6V9WHrOd+8qcyMhIIoGN/Q35pgCC1PD3UDUNQsIdHutJatJCopokC9QseWzJEqcW2EpI7evjfr6pSGBOXVtbAixkcScPFoBPUCiRkZ6bsHP2PGvVFGFxcTGTJk1i3rx5FrEEy5YtMyUXNC+VAwaFadxmXirnWmP0b1qk+d7L3aTgGVQeMrDMD/dx0eJ1VYaOq7Skn69ZsUhVwbJly3j++edZv369xQtcebKzsyktNdyLxcXFrFy5krZt21bYfmXSvwghGLLe+bCAbrEyh+9Rs7Cbiv13q2nghTxnCtcmIXYcSJUNa3AGd0ME92m843ioVQbWCy+8wOjRo2nYsKHpu5ycnCorlVOZWAlPceiyQJpfymIPpWBo5IEE5tdpWI5HMBk3lbwzzW0qV9syHuusXVakg8kVrFy7lrCVBwtg1KhRFBUVceedd5KWlkZaWho5OTmAZR6szZs307ZtW9q0aUO7du2oV68eU6dOrVKZ/6ogsN0WyaES45rIJAYrxpWC80T62Q4DifCt+nHk56ZefGSLnj/OVb+OqjVThFu3biU9PZ3Zs2dbbauNpXK258jM3u/HxmzP/oQ9Y0ro3krLlvNqdALeP2yj+mkFXMnLQ6PR4s1yM+UZ3qCUL4/bn7uf3cZQN83bpXJk9Fy8eJGSIl/A/QS2ubmX0Fwdy4X5asxd7RVRUlSERlPiUrzD9vOCPzIv0TS0auMcqmP65L333jMlHzbH6JWyhXkerMGDB1drHOfSw3pG/lax92pEsmJIKVQelSwR6Qc55fwK4dWQbzvM136KkYq4cbWOonESftWYybnWGFgbN27kwIEDJu9VVlYWd9xxBwsWLABqT6mcJ7fpeGNv1VniIYH+DG+hYjhQqhe8f9j1iPnAoOCr8901Z8oywM8XRzfm8GbBRF6dJvFkqZyTI9TEBIDfx85dR5UsExERQbAmAHD/d44ICycy3HA+4ZqKY3PMCQrwJzIymAA/1+IdjpaG0tULcQ6e5rHHHmP16tUcP37ctFAGcLhYpjxr167lySefRKvV0qZNGz777DOCgz1fAulYrnDKuApSCV5qX2vUvYKXqRNgbWDVqYYceWGuv+9bcPMaHT/3VV011KqeWjNFOGXKFE6fPk1mZiaZmZnEx8ezbt06+vTpUytK5ZwrMEwFVqVxBZb1pHxkiT4Jrg/EmpgiSQLevsH+cHc3MD9ABZOayzxkI28UQHyw5FLbxum8yr5kmY8SV9tydYrQyJHcGvjDu8HQoUPZvHmzRegAlC2WOXToEJ988gmjRo1Cq7U2nPPy8hg/fjyrVq3i8OHDxMbGMnPmzCqR9dNDFeuD926U+a1HPilhigdLwTPE2DCm6jnvJHcbZw2su5IkHmthrZPTzwsmb6m+FEa1xsByxKuvvsoff/xB48aNuf/++61K5RQWFpKSksIdd9xRo0rlPLrFUENQml9KvcXVk3uh/IqzL29TudxGTYzGKdLBw81knmxte8hH+bvXbsE4H969UcVTbazbNdbYUsuS00aOp4LctWY/QlXHYBk5eqV2GFj2Eo06Wixjzg8//ECHDh1o2rQpABMnTmTp0qVVIuuBS46v+X2NJSY2V5EcUjt+G4WaQRMbC07rVoOBFe6kgTUyWWZOVxUvt7dWfl8cFrz7d/UYWbXWZ5yZmWn6/7VWKudsgeCzg3re9UKR3fIGVqgbrtSaGOReqDPkdvq/ziomNZdpulxL8dV7rF+CRGC5Og/9EiS+qyDlRT8z714dGwaaeeifn8q5ZHfGQyptYJmJ7q4Hy9XjTuW7tv+1REWLZcyxtXDm1KlT6PV6u4lJoWzxjBFnQg8c1RwcmWwY7woKnqZdlHUsVN2A6pgitN3H5OYyBy8Ltp8XDG0ocWeSYb+pbWX8VPD0dstn6aN/6DlXCC93qNr7o9YaWNcqu3ME3b/TctGJhYn/11nmqT8rEafjh1U/9pbguoLxtnu+rcyMXa7Jd1d8Kd9kuS7EYy1k5v5tv69isxeWpBCJH3qrmLdfT0yAxHQbbzkzO6rYrdGSlQ+94iR+PmVtbK3sVXZz2jJGLhSV/d/Z5K/GZiqbS8xQysbQiLM1wowYr4arMpwqqIGWtQepaLGMo32dwZ3FMzvOB2Mvte87ablQCJrCayOBpTeoSbJAzZLHkSytA62TjTZQXUZTRekQjLLIxSog0Gp7tFzA9C5lcbNXLpVtG58AATo1j+6wdLHN2KVnWL1c4gJdk/m6TjR6LXOuQJC20rkn8ae3qBiTWjkD660uKu7faOkqjQ2s/FuIMR/KYy1kdlwQbDgtKNRB03A4cMn+cd/0UvHnKddTXgSq4eUOMl1iJL48qicpWLIytnrGWZ5X9/oy3evb9ya0iZL4d5iayyUG17dewMCfdOy/KHi6jcwjzWSLh6ivh16Ecq/qiMhKhvWZqwxXpwhVVxONyri2Yqc2e7CioqIA+4tlzElMTOTXX381/Z2ZmUlcXJxD7xW4tnjmYrHg0T906B38PuWVfU0JfQBFFkfUJHnsydI1Eh5upuODfwx69oEmEu0SqzY5d2RkJPElthfsxEUEOUwkOilCcLRYz1v7LJ8LN64PpkO0hFZA/0QJCUP1ipvqSdwRL9l9UXL2N1IMrBrA+ULBjT8FcuiKc8bVgbvVNLm6QuyhpjIfHnDdyOpaVyItqmoCFbvWNbRbJ0Di+96WQ8xWMtTEYFh9u5o2URKHzjt+oI9vIrHwX8t91tyuItTXULJlRIrhJov2hxd2GK6LnwqGNXI93DBQLZmMRVnC6lzMcTWZpz00V+3LymRGj/aHtma/rdtThC5esiulcKVEEFJNK3SqG+OCmGnTplktljGnd+/eTJo0iQMHDtC0aVPmzZvH8OHDK2zfuHjGEUII+vyoY12W4/tkuJKSQaGKmXejzISmMsU6QeeY6hlv4XZ0S0XPLUmSeL2LbGVgXSmF384Y7qVNZy3vqRkdZJ5Nk7lYfDX3lxte6VoT5F5UVMSgQYNITU0lLS2N3r17m+KwsrOz6d27N40bN6Zly5YWgakFBQWMGDGClJQUUlNTWblyZbXJnF8qaPl1KTFfaDl0xTkXSMbgMuMK4Kk2MjHlBpdKghsqGPBDkiTirctJVVjZ3IhfOXGD1IYioLM6Ok5c+LSNIPPM4QbjCmBgnBZ/B5fiydYq2kcb9g1Uww+9VdwWZ93m821lvu5pCHLcO0RNXFDVK4AVPS0F33FXmUG2sJv1SU2wsfLQOJ3Xyk0DK8LP0JfazOBzdYrQmMzPHeVwqsCNg2oY9hKNOlosY55oNCQkhAULFjBo0CBSUlI4deoUzz33nEdkm39AVGhcATZXUCkoeBJJkmgbLdGlruyW8eEOCXYynTR04rklSxL/3O28T+n5v/SoFmiJXqSl87c6zrgRAlGrPFgTJkygT58+SJLEu+++y4QJE/jpp59qZC3CE3mCBktdXxlYfplqcqhE5nA15woNK8fig8D/6hP18GXBSzt1/HvZkAjSnFaRElH+EpOby6Zg+jvqaUlyIgjr9jiJkSkyD27SUaqHp1rLvOZkMO3N9SRe21P29+MtLW/OOv6Cr3uqeGGHjp0XLI8NVEPjUEgfpGK3BuICDV4yW0iSxJCGEjS0ublKGNxQ5vgIicOXBZ1iJIJ9ymQb18QwXTrv6rXuFSfx/k0yKzP1FrFan99quI5hvhJxQc5Nu/3aT0X9QInGYQYlUh6di3oh2OfqFKEbOvNUvqBp+LXtPbGXaNTRYhnzRKMAAwcOrDDdiyvoheCNPXqrYN3yxAUZCoV3qSaPgoJCdRLqKzEuVeLjg2VKLcLP9qpGWzQNl3i8pcycfa7N+qSfF9zzi45f+7kWC1JrXnP8/f3p27ev6WHdpUsXjh49CtS8WoT/t1vnlnEFBi9ReQLUEkkhEilhksm4AkgJk/i8u5qtd6poZjYAU0KhW6xhv7ldZX7qo+KbXioWdS202eeMDpbDpE+CxJhUmVMj1ZwcoXbauALomygxpY1MUjDc00iyahugX6LMjrt82DTAst0hSRIq2TAvnhYl2TWuvElisMRtcbKFcWXk3a4ye4ao2TpQxY99VMiSxIkRatNqxHe7yhZTOwMSnbs9w3wlmoRLNo0rcL1GWNDVy+7OSsbaHIcFcOnSJVOZnLS0NFJTU1Gr1Wg0Gov9NmzYQGBgoMW+hYW276+KKNYJOq/SVWhcfXqLiqyRPrzcQVVtHgUFhepmdicVzc2eZ292sfTYV8TrnWVauOE/2XRWcMtancWCqYqoVR4sc+bOncuAAQOqtBahEWeWU18pEfxwUnDPr45/nYQgKNXDWTu62J3gZ1mS+Lmvmmk7dBTp4Nk0lalcgCRJ9Io3/L/cM8LEU61l9l0UfHdC0CtO4v5Uw4PfHQNHliRmdVIxq1PFRtlN9WQWdoOPDuhpEQ5zul7bS84lSaJVJJiv+gpQS6y1E9v1emeZEp1g7UlBlxiJ1cdtu6Iqyg2TFmWIJXN2JWOMv+FB7o4Ha8xGHXFBcFt9+wGi1zLh4eFkZGSY/n799dfZuHGjzaDX5s2b89dff1W6z2e26yusNdgwBMak1pr3ZQUFu9QJkNg+SE36eUFSiOR0WIsRtSyxb6gPqzL1HM4VdI+VaRsNhy4bZoFarrCvKP84J3j9gC9v1LG7i2VfLkl2jfDKK69w6NAhPvjgAwoLC71ei/DQFYl+GwLJKalYAWb0vsLMv31584C1JdUiTMeliw4S3zggAHi15dU/hG1jytHy0/fS4N02htxO+nzQVJGnorwMg+oYPgAlV8CODVhl/XsDcxn+r5XhA9AjN5CMi9ZGpii4iKYC4+mrrirmHvQlzEfw36YlDPw9gPPF1uOxS5SWhlIOGo2ekmI/wPXaFD2/11E/QE/f+loGxWvpHKVz2VjzZi1CV/jkk0+qLEs7wNdH9U5NZwxqoBhXCtcPQT4St9av3AvcoCTLe8Y4zXhqpJq4JfYV6vuHfHmirSDeiSLptc7Aev3111m5ciXr168nMDCQwEBDzozqrkW4TyMY/7uO3RrhtEsx3NfwAJnVVfDreS0ZOWXbhidLLLjZjyAfN1OOO0lNeIB5WwZv929Phpvr68i4aPmwjQmARnUjKvQW9Y+E/k2MfwXyc4hg5i4dJ/PhXKEgzBf6J8o8m+ZPUW4EkZGRNIjQ4W5e/tOFMguO+LLgiC8NgqFzjERuiSGjfqiv4U0x1NewGOOWWJkCrSDKzxBHZjyXmvA7OGLr1q3k5OTQv39/m9v//fdf2rVrh0qlYuzYsUycONFhe+U943nCj4c2O2c4hVayRpuCgoKB+kES4sGyWJzyxdQLdRJT0nV80b1i86lWGVhvvvkmS5cuZf369YSHl03SOlpebdz26aefmmoRGlcD2cPWcuoCreDbTMEXh/V8X0EGcFvIQsdbnQwPFl+VxK7BPmiKBCfzoUUELs0xu0NxcTGvvvoqL730UrXUVqyJMni7/4pkGJ4s8c7flvv3cZCrxRFtoiSW9bS+/c3771jHuYSvthLWmnM8D47n2b4nvjwiMDfikkPhrkRB/pp5vPXiU177HZzh448/5r777jOtJDSnXbt2ZGVlERYWRlZWFn379iU6Opphw4bZba+8Z7zF63+iCW3rlCwhogCNxnaB8uLiYmbNmsWzzz7r9eupyHJtyKPIUsYdkXBfkh+fZ5a9xSw5rOe51IvUC7DUa+VfCiXhzJzYNUBWVhYJCQk0atSIkJAQwOBZ+vPPPzl37hz33nsvx44dw9fXl3nz5pmUWX5+PuPGjWPHjh3Isswrr7zC0KFDbfaxc+dO2rdvz44dO2jXrh0AhVrBf7fpWXRYT55t/eaQ59JkukUW0rtrWy4f2lFhHpyqIjc3l7CwMC5fvnzdyuDt/p2RYexGLZ9eXUHjI0P6oLIUF57uXw4IIepzLSXlnFgDEiVOF0CRTvBSexX9Eg3xYS/u0HGusCyXV6UoKeSzW2Xua2FnXbaXyc/PJzY2lu3bt5tqDjpi1qxZnD59mnfeecdqm1GvmHvGd2kkbv3ZeW/1T31U9Iq37e2qCeNakeXakkeRxZLzhYKUr7SmRNAAuwarbeaSNKfWeLDi4+Ptxk9VZS3ChzbpWHTYdRs1NQz+HWbwEOTm6iH7sNsyKFw/LLhZRc84wT6NYHiy7FHjqjzBPhLPpslM31lmYXWrJ7HqdpXVisW7G0nc3UhGCMH+i7AyU8+XR/Tsd5C53yG+ATy4TTC8qcC3soUZq4Dly5fTunVru8bVmTNnqFu3LrIsc+XKFdauXcv48eMdtmnuGd9+zHJ6Vi1Z1pc0p20UlY5HUVBQsE+dAIlXO8k8ssVwT7aN0NPSiZWItcbA8hbbsp03rnrUl/j4FhWFWiyShSooOItKlhiVUn1jZ1p7Fd3qGQpf1w2AR5rJdtNBgCF+qkUktIhU8XxbmZ9PCTaeEZTqDStgA9WQWwIn8yEjR5jys9kqyqMXhpWPnipD5EkWLlxoZTA98MADpvxXK1as4P3330etVqPVarn77rsZO3as0+3fUFeyuCavdJT56ICew7mW+z2XJvNYC9ljlQQUFBRs81AzmeaBBdwyaBQ//vYFarni6UrFwHIBYx6bf/75x/Rdd62OQ1eXz0sS2Jtw7RUPM+uquHDQoAh3mm3Ly8sDICMjg+Bg70yJKDJ4v/+aIIOt/sOBUb6ADg7tc629aGCIClBhcMiUXN0QZPiIBIFeGFJCHLgEK4/pWXtST0lxKeOaSRz927oGRtOmTU2LV7zFpk2brL5bsGCB6f+TJ09m8uTJTrVlS68EAu8l6Nl8VtAuWuJWrURAiODRvWVerf+2lhiiUnHqAJxy0L63x5Qii3PUJHkUWewKA7vXcGBvBll2ZDHXT7UmBqs6WLx4MaNHj/a2GAoK1zXmMZC1AUWvKCjUHsz1k2JgucCFCxdYt24dSUlJBAR4oCqygoKCy9QED5YnUfSKgkLtQfFgKSgoKCgoKChUIUr6XwUFBQUFBQUFD6MYWAoKCgoKCgoKHkYxsKqJdevW0b59e9q2bUvLli357LPPAMjOzqZ37940btyYli1bsnnzZtMxBQUFjBgxgpSUFFJTU1m5cqXb/f/444906NCB1q1b06VLF3bv3l3l/T/22GMkJSUhSRL79pUtP3O3T71ez6OPPkpycjIpKSnMmzfPrf5feeUVmjRpgizLrF271uIYT/bvSIZx48bRpEkT0tLS6Natm0UB4eq4BmPHjqV169akpaXRsWNHfvnll2q/BkY+++wzJEmy+C08LUNtxtu6xRxv6Bkj3tY3zspTnfqnIlmqSw85I0t16qSKZDFSWd2EUKhy9Hq9iIyMFLt37xZCCHHs2DHh5+cncnNzxdixY8WLL74ohBBi+/btIjExUZSWlgohhJg+fboYM2aMEEKIo0ePirp16wqNRuNy/xqNRkRFRYn9+/cLIYTYsGGDaNGihRBCVGn/GzduFCdPnhQNGjQQe/fuNX3vbp+fffaZuO2224RWqxU5OTmiQYMG4p9//nG5/23btonDhw+LW265RaxZs8biGE/270iGb7/91nTOa9asEY0bN64SGez1f/HiRdP/d+3aJaKiooRer6/WayCEECdPnhQ33HCD6NKli8Vv4WkZaive1i3meEvPGPG2vnFWnurUPxXJUl16yBlZqlMnVSSLEJ7RTYqBVQ0YleDGjRuFEELs3r1b1K9fXxQXF4ugoCCRnZ1t2rdjx47it99+E0II0bx5c7F9+3bTtrvvvlt88sknLvefnp4umjVrZvFdcHCw2LFjR7X0X37wuttn3759xbJly0zbnnrqKZPidKV/I7YUXFX070gGIYQ4f/688PX1FTqdrspkcNT/b7/9JqKjo03KrDqvQZ8+fcS2bdusfouqkqG24W3dYo639YwRb+ubiuQxUp36pyJZhKgePeSsLNWlkxzJ4gndpEwRVgOSJLFs2TIGDx5MgwYNuOmmm/jss8+4cuUKer2eOnXqmPZNSkrixIkTAJw4cYIGDRrY3OYKjRs35vz582zbtg2Ab775hry8PI4dO1Yt/ZuTk5Pjdp9VIU95vNH/nDlz6Nu3L7IsV6sMU6ZMITk5mcGDB7N8+XJT0ejq6v/999+nRYsWdO7c2Wqbt8fBtYK3dYs5NUnPGKnp+qY83pTHW3rIHG/rJCOe0k2KgVUNaLVaZs2axbfffsvx48f55ZdfGDNmDIBpABkR5bJmmG8vv81ZwsLCWLFiBVOmTKF9+/Zs2LCB5s2bk5eXVy39l6cyfVaFPOWpzv6/+OILli1bxocffljtMsyePZsjR46wbNkynnrqKUpKSkzbqrr/Y8eOMX/+fF566SW7+3h7HFwLeFu3mFPT9Iyttl3t2xvjzBvyeFMPmeNNnWTEk7pJMbCqgYyMDE6fPs2NN94IQMeOHalfvz579uwB4Pz586Z9jx8/TmJiIgCJiYlkZmba3OYq3bp1Y8OGDezYsYPXXnvNQp7q6N9IVFSU231WhTzlqc7+v/rqK6ZPn87PP/9MTEyMV2QA6NmzJ1euXGHv3r3V1v/WrVs5ffo0zZo1IykpiW3btjF+/Hjmz59fbTLUBmqCbjGnpugZIzVd35THG/LUFD1kjjd0khFP6iYlBqsaOHv2rAgJCREHDhwQQghx6NAhERERIbKyssSYMWMsAjATEhJMQYcvvviiRTBdTEyMyMnJcUuG06dPm/4/depUMXjwYCGEqJb+y89vu9vnJ598Inr06GEKIExMTDQF1LrSvxFbMRBV0b8tGb766iuRkpIiMjMzrfat6mtQWloqDh48aNr2559/ioiICFOgZnVdA3PK/xZVJUNtoyboFnO8qWeMeFvfVCSPkerUP/ZkqW49ZE8Wb+kkW7KUpzK6STGwqoklS5aIli1bitatW4tWrVqJpUuXCiEMCrJXr14iJSVFNG/eXGzYsMF0TF5enhg2bJhITk4WjRs3FsuXL3e7//Hjx4smTZqI5ORkMXr0aNOKjarsf+LEiSIuLk6oVCpRt25dkZycXKk+tVqtmDhxomjUqJFo1KiReOedd9zq/5VXXhFxcXHC19dXREVFibi4OFMQrCf7dySDWq0W8fHxok2bNqbPhQsXquUaFBUVia5du4oWLVqI1q1bixtuuEH88ssvVfIbOLoG5pRXYp6WoTbjbd1ijjf0jBFv6xtn5alO/VORLNWlhyqSpbp1UkXXxZzK6CalVI6CgoKCgoKCgodRYrAUFBQUFBQUFDyMYmApKCgoKCgoKHgYxcBSUFBQUFBQUPAwioGloKCgoKCgoOBhFANLQUFBQUFBQcHDKAaWgoKCgoKCgoKHUQwsBQUFBQUFBQUPoxhYCgoKCgoKCgoeRjGwFBQUFBQUFBQ8jGJgKSgoKCgoXENs2LABSZKYNm1apdq59dZbkSSp2vu9XlAMLAUFBQWFWktmZiaSJFl8fH19SUhIYOTIkezZs8fqmH379jFmzBiSkpLw8/MjLCyMlJQUBg8ezJw5czCvMGdsv3fv3hZtTJs2DUmS+PLLL6v8HBVqJmpvC6CgoKCgoFDVJCcnM3r0aADy8vLYtm0bS5cuZeXKlfz666907doVgJ9//pn+/fuj1Wrp0aMHd911FwBHjx5ly5YtfPPNN0yaNAm12nuPz06dOvHPP/8QHR3tNRkUKkYxsBQUFBQUaj0pKSlWU1vPP/88M2fOZOrUqfz2228APPLII+h0OtavX0/37t0t9hdC8NNPP6FSqapLbJsEBgbStGlTr8qgUDEpqteOAAAgAElEQVTKFKFCrUGr1TJr1iySk5Px9/cnJSWFWbNmcfToUSRJ4v777zfte+jQIcaOHUvDhg3x9/cnOjqadu3a8d///td7J6CgoFCtPProowCkp6cDkJ2dzZEjR2jZsqWVcQUgSRJ33HGHS3FLFaHX62nYsCFRUVEUFxfb3KdTp074+vqSnZ0NOI6Fys7O5oknniAlJQU/Pz+io6MZMmQI+/btc1qmwsJCpkyZQkJCAv7+/rRs2ZL58+e7dX7XM4oHS6HWMG7cOBYtWkRycjKTJk2iuLiYt99+m61bt1rsd/r0aTp16kR+fj79+vXjnnvuIS8vj0OHDvHOO+/wxhtveOkMFBQUqpPyhlJYWBgqlYozZ86Qn59PUFBQlcsgyzIPPvggU6dOZcWKFYwcOdJi+969e0lPT2fIkCHExMQ4bOvIkSPceuutnDp1ittvv51BgwaRnZ3NihUrWLduHb/88gudO3d22IZer2fgwIGsX7+eVq1aMXLkSHJycnjiiSdsGp0K9lEMLIVawS+//MKiRYvo0KEDv//+OwEBAYBhCqBt27YW+65YsYJLly4xZ84cHnvsMYttFy5cqDaZFRQUvMvcuXMB6NixIwB+fn4MGDCAVatWcdNNNzFhwgS6du1K8+bN8fHxqTI5xo0bx4svvsiCBQusDKwFCxYA8MADD1TYzn333cfZs2dZt24dvXr1Mn3//PPP06FDBx588EGbQf3mfP7556xfv57evXuzdu1a03To448/TocOHVw9tesaZYpQoVbwxRdfAPC///3PZFwB1KtXj8cff9zmMeb7GVGCRhUUaieHDx9m2rRpTJs2jSeffJKbbrqJmTNn4u/vzyuvvGLab/78+fTr14+MjAwmTpxIWloawcHB3HjjjcydO5fCwkKPy1avXj0GDhzIhg0bOHLkiOn74uJivvjiCxITE7n99tsdtrFr1y7++OMPxowZY2FcAaSmpvLggw+yd+/eCqcKP//8cwBmzpxpEWvWqlUr7r33XldP7bpG8WAp1Ap2794NYFoJZE757/r378+UKVOYNGkSP//8M7179+amm24iNTW1WmRVUFCofo4cOcL06dMB8PHxoW7duowcOZIpU6bQqlUr037R0dGsXbuWgwcPsm7dOrZv3862bdv4448/+OOPP5g/fz4bN24kMjLSo/I99NBDrFy5koULF5oMvm+++QaNRsNjjz2GLDv2h2zbtg2As2fP2ozNOnDggOnfli1b2m1n9+7dBAYG0q5dO6ttN998MwsXLnT2lK57FANLoVaQm5uLLMtERUVZbatbt67F3w0bNmTr1q1Mnz6dH374geXLlwPQpEkTXn75Ze6+++5qkVlBQaH6uOOOO/jxxx+d3j81NdXipSsjI4PRo0ezb98+pk+fzpw5czwqX69evWjYsCGffvopL7/8MiqVigULFiDLMuPGjavweI1GA8B3333Hd999Z3e//Px8h+1cvnyZhIQEm9vK61IFxyhThAq1gtDQUPR6PTk5OVbbzp07Z/Vd69atWbFiBRqNhq1bt/LCCy9w7tw57rnnHrZs2VIdIisoKFxDpKWl8c477wDw66+/erx9SZJ48MEHOXPmDN999x3Hjh3j119/pXfv3nYNHnNCQ0MBeOeddxBC2P2MGTPGYTthYWGm1YrlsaVLFeyjGFgKtYI2bdoA8Mcff1hts/WdER8fH7p06cL06dOZO3cuQgjWrl1bZXIqKChcu1T1qsJx48bh4+PDggUL+PjjjxFCOBXcDphWB5ZfNe0qbdq0oaCggJ07d1pt27RpU6Xavt5QDCyFWsGoUaMAePnllykqKjJ9f/bsWStXfnp6us03NOPbma3gdwUFhdpPfn4+M2fOtLmaWKvV8tprrwFw0003VUn/devWZeDAgXz//fd89NFH1KtXjwEDBjh1bKdOnejcuTNLly7lq6++stqu1+vZuHFjhe0YA9mnTp2KTqczfb93714WLVrk5JkogBKDpVBL6NmzJ6NGjWLx4sW0atWKO++8k+LiYpYtW0bnzp1Zs2aNKUh08eLFzJs3j1tvvZWUlBRCQ0PZv38/33//PdHR0U7FOygoKNQ+SktLef7555k2bRo33HADbdq0ITQ0lHPnzvHjjz9y6tQpGjZsyIsvvlhlMjz00EOsWLGC7OxsnnnmGZdK8ixdupTu3bszfPhw3n77bdq3b4+/vz8nTpxg69atnD9/3uIF1BZjxoxhyZIl/Pjjj7Rt25Y+ffqg0WhYunQpt99+u+LhdwHFwFKoNXz66ac0bdqUjz/+mHfeeYf4+Hj+85//0KNHD9asWWOKURgxYgRFRUVs2bKF9PR0iouLiY+PZ9KkSTz55JPEx8d7+UwUFBS8QWhoKN9//z3r1q1j8+bNLF++nJycHAIDA0lNTWXChAk8/vjjhIWFVZkMPXv2JC4ujtOnTzs9PWikYcOG7Nq1izfffJNVq1bx8ccfo1KpiI2NpVu3bgwdOrTCNmRZ5ttvv2X69OksXryYOXPmkJyczJtvvklqaqpiYLmAJMzLgiso1EIWLFjAgw8+yLx583jkkUe8LY6CgoKCXU6fPk2DBg24+eabqySYXqH6UGKwFGoNZ8+epfz7wqlTp5gxYwYqlYr+/ft7STIFBQUF53j77bfRarU8/PDD3hZFoZIoU4QKtYbZs2fz3XffcfPNNxMTE8OJEydYu3YtV65cYdq0aU4tdVZQUFCobi5fvsz777/P8ePHmT9/Pi1atGDIkCHeFkuhkigGlkKtoXfv3uzfv5/vvvuOixcv4u/vT+vWrZk4caJVfS8FBQWFmsLFixd59tlnCQgI4Oabb+aDDz6wKFOjcG2ixGApKCgoKCgoKHgYJQZLQUFBQUFBQcHDXPMG1qFDh+jatSupqal06tSJ/fv3W+2zdetW0tLSSEtLo0WLFjz00EMUFxcDkJmZiVqtNm1PS0uzqGauoKCgoKCgoOAq17yB9dBDDzFhwgQOHjzI008/zfjx4632adOmDenp6WRkZLB3717Onz/Phx9+aNoeHh5ORkaG6ZOcnGyzL2P5gIKCgio7HwUFhesDZ14OhRA89dRTtGjRgtatW9O9e3cOHz5stZ+imxQUah7XdJB7dnY2O3fu5KeffgJgyJAhTJ48mczMTJKSkkz7BQYGmv5fUlJCYWGhKau3Kxw4cID27duzY8cO2rVrV2n5zbl8+XKlkte9uUfHf//Ue1AiBQXnuKmuxFc9VNQPkjzWZmXvh2sB48vh/fffz9dff8348eOt6sitXr2a33//nYyMDHx8fJgxYwbPPfccy5Yts9jPlm7SC8Hd63WszKw4zDbUB26oK7Euy7CvLMHsjjLDGskcyRWk+l0hPtq7v4e3x4S3+68JMlTU/89ZelYcE0T5wwNNZBqGek4nlJdBCMH7/+iZf0DPyTzIKYYBiRLT2qv45ZSe1DCJAQ0kMq9A+nlBbimcKRDklkBuqeHfK6WY/s7XglYPWgE6PehE2adQCyVmj9cIX8GG/j60jnJ8fte0gXXy5Enq169vKiUgSRKJiYmcOHHCwsACw1TgoEGDOHz4MP369WPChAmmbbm5uXTs2BGdTsegQYOYOnWqwxUceXl55Obmmv728/PDz8+vUudiXvPJFQ5cEjRbrq1U3woKlWHzOcGDm3R819tz6sTd++FawdmXQ4Di4mKKiopQq9Xk5uY6XWlgdw5OGVcAuaWYjCsAvYCnt+t5ervhqRLqE8ChewQxARJ7cgRtVlrqnCltZGZ1qtpVb94eE97uvybI4Kj/2Rk6nk0vs0Lm7dfz111qkp0wsk7nC/ZoBG2jJGICYMG/gqWH9Ww4I4gLgkYhEnc2kHi8pWyS4YvDgklbLJ0Ka04I1pwoG5spoZB5xWA0eZKLJRKvZOj4sodjnXdNG1hgMKrMsbcoMikpiYyMDPLy8hg9ejQrV65k+PDhxMbGkpWVRUxMDBqNhnvuuYc33niDp59+2m6ft9xyi8XfTz/9NM8880ylzuPixYsu7V+sg5VZaib/pRQmVvA+358UbMu8RGqoZ7yo9u6HyMhIj7TvbZx9ORwwYAAbNmygXr16hISEEBcX57Bgr/nLn1wioZb80IrKexFySyXqfqGlYx2JHResdezs3QaPwdgm7kWdfHlEz8f/6mkdKTGzo4yfynmZd+cIJmzScb5I8GI7FWNSKxf5crZAcLkEkkNBLduX40qJ4IltOv6+aPDWjGsiWT2PajObzuh5Ll3P+SLB0IYys3db3vuXSuDNvXreu9Gx4f23RnDzWi0Xi21vz8qHrHzB72cFJ/Phf00M37/7d8W65nBuhbu4TYhPxftc0wZWQkICWVlZaLVa1Go1QghOnjxJYmKi3WOCg4MZPnw4ixcvZvjw4fj5+RETEwMYlPe4ceNYsmSJQwNr48aNpKWlmf72hAfL2H9F6IWg4yotO62LvXuEIDVE+Rv+X6iF847rgtokws8w+E7keVa2yuCvgiIHL3/1AsBXZag4L8uyx2SXJfCTodCFF8/4QD0XS2TyK+GYjAkwnDNAXilo7CgvWwSpBVH+EtmFjq9ZeQ6UhNIl0nNhnbXFmLKHMy+HO3fu5MCBA5w6dYrQ0FCmTJnC5MmT+fTTT222Wf7lr+/LSzmYPIjj+TKlHjC00s/bdwWM+13HnXUuOd1Wbin8c1nF4TyJx3YYXhR/PiU4e6WIue2LEQI+PebD58d8SAnW80zSZVLKtSEEDPgxiJMFhnH3wO9abgjJ599c2XBciJ7Hm5Tg6+Sw/OmMigf+DCBfJ9E7VssnXQpNxxqN/uP5Ehuz1Xx8xIe9lw032bZsHQHaAnrXr1oPk6sv4q7w1XE1izMN12xK8xLq+AkG/B7A1gsGM2FoQimzGxv6v1wCA9YFc7nUMKZmZtg2dv48W4pGc9lhvwv2+XKx2Lnn55eHtUyOMchwNDcIb4SRywi6RRXxn2QdGo3l/VBeZ13TBlZMTAxt27bliy++4P7772fFihUkJSVZudiPHDlCYmIiPj4+lJSUsHLlSlq3bg0YXPURERH4+PhQXFzMypUradu2rcN+g4ODTYWDq5OTeYLEpVU7HTiuiczcrmVvHP1+1PL9Sdf8q690kHm4uQppfqmnxXOb2+MlusdKPLHNtiL4fYCaxmESGo2GyMhIl2Sf0FTmZL7gBxvXSfeAD8U6gf/Hzv1u/irY3Sef//0Txrz97nuDlvdQ0S3WoHw+Pahn7EbnFf/IBqV8dFsQd/2kZdVx53/7rDwlpZ6zOPty+Omnn9K9e3fCw8MBGDNmDH379rXbrr2XPyEEBVq4WFwWV3Kx2PACsP+S4PsTev66IDjo+FlYIeUfMCfzBA9t1vHDSUGTMHi4mWFMNguXeGSLjmNXrNtYnOnLJz0C+eOc4MldhnG755KKKL8YPmoWZLHv+ULByYKye0srJH7WhPLENj2lV2+fE8X+JAZL1AuESc1lh16p97doydcZxvGPZ9Ss04RbeMROigi6/KS1iMcx8u25IHolq/jvNh2Hc2FEssSjLe17b4QQaAX4OJDHFu6+eKw+rufOnwzXc84NMo+ZyfbCXzpe3mU4qS0X4GihH691ktl6oUxvfH3Sh/80iSI5Mpxfjuq5XFqxTtl1UcXDO0PZoxE0j5C4r7HMoCRLo2h/nhZwTndcKJYJD48wXAPJ9efLwAYSEb4Q6isR6mNwBIRe/TtIDT4yqCTDR232f18VhPlIRPhBpB9cvpTn1O9wTRtYAB9++CH3338/r7zyCqGhoXz22WcAPPDAAwwcOJCBAweyYcMG3nrrLVQqFVqtlttuu43//e9/AGzevJkXXnjBYtvUqVO9eUp2qWrjCsq8Hka+vE1F6Geu9atyUWFUBxIG5X6qAF7fY60dI9x0QIoHDX7iTWf0/HDSUuEYXcjOvj2D4WYGUFfyEqrN+nT1Hc8og6uzHZdKXOzoOsbZl8NGjRqxbt06nnjiCXx8fFizZg0tW7a02669lz9JkgjygSAb0xptoyVGpViOko1n9Iz8VcfpSi5KHPaLjm3Zhofnv5ex+4JTnovFMHOX5b7rzlg/rmzF1kz+w/K4JUcExgf4kVwsXiDL8/tZywbv36jjxroSKWGGm+H/9uhsGlcAG84IJm3RsfyYoY2t2YK4IInBDa3vwDf3GAwaWYL3b1QxLLlqPTHZhcJkXAE8vlVP3wSZlDCJvFJhMq6MbDoruGG1tQG15YKKGxsapmWdQS8wXY9/Lwu+ydTxcTcsppL3XnT+xUwr4IoWoq627QoDEiW+vb16TZ5r3sBq0qSJ1cobgAULFpj+P378eJvpGwAGDx7M4MGDq0y+yqK7Oop6fF89wY3lDawQX9ef9DXPvDLErPmrJf6vs4ouMRJD15ddz3BfiKrkDG+DEOuzlk2GioRKMngNKsJo3PhUUt+aG2iu2rvGY1097mKx4sFyBWdeDidNmsQ///xDq1at8PX1JTY21iLFTFVxS6zMqVGGQfjPRUH3tSWcK6p4UMYtLmXbnWoSgiVyS4TJuHKVr4/pOZlveeyJAuv+Xa1DsjJTb9fAsjd+232j5Z+71QQAiw/b71Av4KdTltuHrNexdSB0qWvmBcsTFiu+/7NNx+CGkkPPWmXZcNpa7qVH9PyvncppYwkgX2uQcZ8LRlF5xv2uszCwQnzgjAvHGw0rVw2saH/X9vcE17yBVZt5a6+O/+fkG5+n8Kul5a/MY4n6J0o0CTO8UQP8t5VsFQ8ztKHE18cc38Hf3l52sWx5nMyVv1oGZxYAqeSy/SuDXAkDS5YMgruq7i8qHiyXcObl0M/Pj/nz51enWFY0i5DY3y8f/9AI0lZoOeQgcPh0gcHTnjtGbZqic4fJW/R0jpEoP3WkFwLZ7F519SF7Kr/s/z9n6Xl4s46jVwyxp/ZiHq+UQvwSLWfvctx2gdbwKc/ELTr+ukti/gE9x65AQDkde6YAcoqgbqD1sc5ytkDw2m7DtOiUNJm4cilTNDaMR+O1KHbh3d14vQ/neu5lKshFK8Qog6sSRPlX/6v/NZ9otLaSVyoqNK70D3jePi7vwXKHytx69QPc08pd6zq+ecwNLD+VxO4hapb3UPF7fxXPt7M+6efbqoi/Gu7RK8667bggg6FmpCKDyNkpP095sMx/A1fVimmK0MXj7K0CUrCNM4lGP//8c4sqE9HR0V7zuAeqJTb0VzMiueKRseSI3imPrT0EUGBj/q/8GHO3CyEE4383GFdg37gyJ3l1sMPttowrgF058OIOPQ9v1vPqbj3TdlrrOFcWwQCcyhdM3qLjP1t1nCkQxC7W8tY+Pe/u1xO/RIu+nGvPllZtEWH4196Upy2Mu5Z4cELF34UVowDiqmZy1biu7CyFO1zzBlZlS+UArF27lqZNm5KSksKQIUPIy/P+8rfXdlc86qtiSbAnDCwjb3ZxfXj1q+9enNldSRKtHMQcFpXT9n4qiaGNZG6OtS1jmyiJf4epOTVSzY99VGweUHZh6gXAtoFqizdpmx4ss/87azAZm6lsDJa5fnXVg+VuDFZuqTJF6ArOVKG47777LKpMxMbGMmrUKC9Ia6B+kMSS29SMb+J4cDy8WW+RV8sdgmzcBOUNIVcfskYyr8DJ/Ir3s+hb5/5NufyoY31ubpzlFAnGbNDScGkpj2zWUVTO0BRCcMcPWt7br2fOPj31F1vrzFvWWFpAtq6T8StXDCyjXvFmSmuj3C4bWIoHy3UqWyonLy+P8ePHs2rVKg4fPkxsbCwzZ86s7tOwonzQYXne6Fz5n659tPWAc/VtwhbGm3ByC5kX2sn0TZAYlyrxaAvHMusfUBOkdk9jtoyQ+GuQmh13qblwr7Vnz5V0A0YC1RL1gyRkSeLGejLHR6hZc7uKPUPUxAdbXidbHizzM3E2ANx4jCc9WO4aWK4eV6jku3UaY6LR0aNHA4ZEo8eOHSMzM9PuMdu3b+fcuXMMHDiwmqS0zwc3qWgY4nif+zZUzs1x3Maq1PIPVXdNuOo2EP6tYHWm+b0ze7eezw8JMvPgg3/0LCoX97VbA39XkK1h8znBP2ZxUrZi1YxfuTKV6278kyNcbcrtKULFg+UaziqpwMBAfHwMy2fKl8r54Ycf6NChA02bNgVg4sSJLF26tPpOwgYv73SsmD67RcX/a115V9OzadY/vydjsHxkientVXzXW83CW9S87sAojPIzeOTc8dwE+8Bt9SV8VRLtoiWbbypFHnj4JwZL9G8gUyfAun1bdmmeG1kqjMqjsr+DuUJ1eYpQdu84xcByHkeJRu2xcOFC7r33XpMus4Ux0ajxY+6p9yRqWeLocB/Egz7oH1DTO97z3gFbKxjLTzu6+6B3NTi+qjH3sJdf5fz5Qcu/zxY4J/xLu8qeI7by4BmvgSvTfUZJPGlgudqW+x4s1/b3BNe0gXXy5ElKS0uZMWMG4FhJZWZmmmIYQkNDTaVyTpw4QYMGDUz7JSUlcerUKfR6+2Z9VSqx307reWGH41eK+yqZqRjgvsYS9W0EVXomBsv2yPd14B378GZDx+4Ed6/vq3LYNkDfxKod6r4eMkyNVy7Cr3IPLE94sFyVoMD7lUQAmDZtGpIkmT516tShR48ebNq0yWK/bdu20adPH+rVq0dAQABJSUkMHTqUP//806Kt4GDL2BtJknj99dcrLefp06ctUi7Yq0IBhmLOX331FePHj+fWW2+lf//+Nve75ZZbCAsLM31uu+02NBpNpT8XL150uG1x5ypMmW2G5uIly74vOZ/Y1NSGRsOly64fV5Vcyr1CTo6Glf9Yu7o2nxMW1/r8JedCWL48Unbca7utb878ggLD9ivOh8QUFBah0WjQ6irnAzT/DUu1rr2ZXbx0GY1G4/B+sYW6KNcj94Kj+8GqT5ckvAZwtVQOuB7LVJWlcl7YHoCjn+XFlsVoNObZ+Srw09uhrrqIvCtawDJxX2nhFTSa8jeja334afPRaGzfNDfXCWDTecvz29gjn5ZhejQaKC7UAa75churL1F+bL/fUc0j6Ybs0P6y4MHEXKusu7aoXKZk6+tUdtM5dw11esHFixfxKVED7pdB0hbkotEYlGB+nmttlRQWoNGUUFrqDzhRD+IqBaXCppJxh8qWygkICODXX38FICsrixkzZtCjRw927NhBq1at2Lx5M927d6d379588MEHhIaGcujQIVatWsX27dvp3LmzR87DHgkJCeh0Oj7//HOACqtQfP311zRr1ozmzZs7bNc80Wj9+vXp3r27xzLiV9TOpTGCcBdz5rlKSFg4keHGIGfBC9t1uDpZFBkZSY5KADXH5RoSEsLLBwVz9lkbLmrJ8tqrRTDg3NuM8bgCnbU7PSAgkMhIFX7Zeqfb8/XzJzIyGOTKJZE2Px+VyvlEowChYWFERkagxzUZGtUNIzLQc57WWp9oNCEhgeLiYpO3yZ1SOYmJiSZFDAZPV1xcnGkK0RZVWSpn83nHg6ZrQqBhgF+lR30tv9jIcVIRwYEBRIbJlFcydcJDiLQqd+L8QJaAPskhdgeySm19M93UMMwUMB4Q6Pht6o54ySJ4tk2k7YH+cCTER+jJyBHclSTTIjLC6XNw/4FkfZ3K2nLuGuaWSkRERNAg0HklWp6UULgpKcz04hCa67wChatjIzIEf1/XFF+hTvJoeZvKtCXLMl26dDH93alTJ5KSkvjwww959913ef/990lKSmLVqlWmwu633XYbDz30kEPvtaeIiYmhffv27Nmzh3bt2tlNNGrk448/tpvLz5zyiUaNU5DVQZivhO4BNff+prua3NPzmE8LbcsWLleZqKkUarFpXNnClXjSAeu0vNHZtnv9vf16/l9rlUtTbVUxRehqU6ZAe2UVYcV8+OGHNGjQgMDAQHr06MGff/6JJEmmWlurV6+mQ4cOBAcHEx4eTocOHfj+++8Bg5IKDg5mz549AA5L5ZSWGh5w5Uvl9O7dm/T0dA4cOADAvHnzTJ4texiVmPHjCeMKIPNKxSOmfPDzazZunt7xkkUKAVvIlMXamONXiRHRNgoWd1dR18Fbgq2ASvPVeBV1/0gzmRgzZ8ykFvbn5vo3kHm+nYoWkdWzeuSp1pbSb+hfJtuwRtYy/K+t/bN1d4qwe6zEd3eoLbyy1bWKUCeg1JOa14MkJiYSHR3NsWPHALh06RIxMTEm48ocRy9XzjB37lyCgoJMRZeNHDx4EEmSWL16NQARERFMnDiR1NRUZs+ezcKFC8nKyiIlJYXQ0FACAgLo1q0b3377LTt27OCee+6x2+eGDRsA6NKlC506dSI9Pb1S5+AusiSx+DY14kEfbq7n+fvOfHhNTXffEK5pMVi5Dt6/yt+Hrtxia08IRvxm21NnTFFhL6TDFlUR5F4+pURFiHL/OkOwj+MQlarCqx6s1atX8/DDD/PAAw8wdOhQdu3axciRI03bjxw5wtChQxkxYgSzZs1Cr9eze/dui+mDP//8k/vvv5/U1FS3SuWEhISwYMECBg0ahFarpVWrVqY2qpsfTlasMMobWO2iJU6NVLP9vECW4P+3d+ZxUZXt//+cMzOgbAODLAICsolIyKqmqKWZSIlGYm6JSvpUWpY9mIVl7tqT3++3Mo1fq0VqmFtSaT0mpiWu4J6agoq4sCg4ss7M/ftjnIGBmeGc2c4MnPfrxSubmXPua2bOXOe6r/u6P1c/DwreDhSaFAReObo7lAto7cGMocXVm4YJMIFBu4f2tgT3c9c/PQt3pVD4jBD5Nwn8nYBEb87nCGpWJNDwdQQKKwjGB9EY2kIC4vVIGrlXNN+bvvY8EhYx+/pBNHwcKQzxpuCqJTBjHWAZWOQOKLebi+0MONDM1NQo6y98fHwAAHFxcVi6dCneeecdTJ48Wb3JxRQ8//zzePPNN7Fp0yb861//Uj/+5ZdfwtvbW91LUCwWIygoCGfOnAGgXBaNiYmBk5MTsrOzIRaL8ZyXwo8AACAASURBVPHHH2Pq1Km4fPkynJ21LzMXFRUhMzMTAPDBBx+ApmmMHz9ePankipUJNBJ3mbYwr2WRu4xLrQATwybGYDvxOVGh/3k2wRJ52DDcGI2zNudk+3oDgrwA/RJmZoPTAGvZsmUYNmyYWql45MiRqK+vx+LFiwEAhYWFaGpqwtq1a9XOZeTIkRrnMLZVDgB1IMY1bzGYkWnbvu/jSGFsK+VeEU1hw1ABXjvULKbXEhrKJpetMXRm0pdhlqi9DMfAbnKM8KXw2w3tr3MQKt/vpBDra8gjpCnM1dHctaeWVjo+ejJ9bAKsEDGFJ3x1B5qWkmkAlEsd1hJgyR4Wz5aWluKNN96AXC7HuHHjAACZmZkoKCjAsmXLsGzZMkgkEiQlJeHFF1/E4MGDjRrXzc0N48aNw5dffqkOsFT1Vunp6eplu5qaGly5cgVhYWHq7Py9e/dw5MgReHp6AgCGDx+OgIAAxMXFwcnJCQqFAiKRSKPwftWqVfD29kZZWRkSExMRGxsLOzs7jeCOCwZ50/hsMDDzgOmCrJbuw1gpE2uCy4Qam7HNskTI8lwK6N8Qoo0ED27uF5xdonK5HIWFhW0CmzFjxqj/HRUVBYFAgEmTJmHXrl2orjay1bsVc0VKoZqBVpKQxfRldACNyxNE+DOl7U1fQAP+TlCrlQOAPU3Qx43Z+Re2WN5K7kGhN8Pj7rczqaYoIG+kALnDtQcqbNsqWAueXTV/5F0E2hXiVXRloVfR3o/YUkrugG41a0vz4MEDiEQiiEQi9OzZE/v27cPatWvVEzRnZ2f8+uuvOHz4MN59911ER0djy5YtGDp0qMbkzFBmzpyJI0eO4OzZswCUcjA3b97EjBkz1K85dOgQJBKJWsPv22+/VRely2QyyGQyNDQ0QCqVwsPDA+fPn8fZs2chFos1xjp8+DCGDBmi8ZgqkOSaF8JprRImhiJvcWM1tp2UNaEvYGlSAA2mTBm14M3Dcsz+k3kq0CxLhCxfTwj7gLR/ZwuwysvLIZPJ4OHhofG4auYGAGFhYcjLy0N1dTWeeeYZeHh4ICUlRUOGgYmS+++//47+/fsjIiICkZGRyMrKUkfAJSUlEAqFGu0oLl++bKZ3rZ0mBUHCHmY5TENmbdoOcbNTCmiuGyRAty6AHQ0sjWpg3Nx5abwA+54S4McnBRo9+dqDyUzCTkAhLYjGIC3tbxyZb2qzKiiKwvYRAswKpzExmMLepwSQdKE06skAIDuR/Rpte5km9hmsh70IDcxgWQNdu3bF0aNHcezYMZSUlKCiogKzZ89u87p+/fph8eLF2Lt3Ly5cuAA/Pz/Mnz/f6PGHDBmCXr164YsvvgCg1LAaPHgwwsLCACg1/CorK+Hq6gpAqeFXV1eHHTt2qANDkUgEsViMBw8eqOu5hEJhGx2smzdvttkQIJFILFrgro+GGUKTBVkl94G0/8rweJ5MZ5abCVZWgtVukPG9mTYNvH+KXXhjFqFRAzJYbMcfH8RNqMNZgOXh4QGhUIjy8nKNx+/cuaPx/0lJSfjjjz9QVVWFnJwcHD9+HNOnT1c/z0TJ3c3NDZs2bcK5c+dw7Ngx7N+/X0NM1NXVVaMdRXBwsInfrX4StjO/KxkUYGlxbqob++gAGjcnC1E/Q4iMYHY1G4/50BgdQLPqAv/GI5pv4NNE3W9IWz2YnQ3PWn0dKWQPFmDjMCEGeinfyIU0IUIfbvrKjKIxM5z9ncjUARZtxBJhrZlm2myhaRrx8fGIi4tDQEAAo8L1nj17Ii0tDXfv3sXt27eNtuGFF15ATk4Obty4gZ9++knDN12/fh0ODs1CdBRFoUuXLuoCddXfxIkTkZKSAh8fH0RHR2Pq1Kltaqu6d++ulsdQafSVlJSos2BcI6ApyF4QGTR5aM3UfDl+KCbIv2kd15mp2N1O/W36fusQmVO0+q8pMKQGi02A9U4MDQkHbXIADmuwBAIBYmJisHPnTsydO1f9+I4dO7S+3sXFBePHj8fhw4fVwZFKyf3XX38FoJwFzpkzByUlJRo7CWNiYtT/7tKlC6Kjo3HlyhUzvCv2/FNNcJKFdJAhAZa23ROuLepk2ARIxhLvQWPnk8APVxSI96CQ0Ytd7ZA5+i9yias9hYvPGZeWa+/rY/uJCdVLhBTYuj9rWSJsj9u3b8PLy6vN4xcvXoS9vb06s2QM6enpyMrKwqRJk9C1a1ekpaXpfb2zszOuXr2K3r17w9FRuXbv7u6OAwcOoKCgAD4+Pli4cCF2796Nfv36qY/r168f/vjjDwBtNfr27dtnEm0y4/ThlNjLjNN2A9g3RdZGVVUV7tbQaK0ByCU5/7T/O1MJXEqlIgAcyJIDqKtvQFVVAxQKJxhWRKCk5TUpkzkAYB5836uuQaUDAVNtwRcDqtvoJBoLU50+TnPICxcuxJgxYzBz5kykpaWhsLAQ3377LQDlDDQ7Oxt//fUXRo0ahe7du6O4uBg5OTl48sknAehvN6FLT+bWrVv44Ycf1FIPgLLYNCEhAXK5HGPHjkVWVpbW7dsqVLNEFYbqYMkUBKG57O5IhtQdBGpZfQzQUnRtKVICaKQEtP9Geokp/NeIZQBbh2l4016AxfYTNKYGy1qWCNtj5syZkMlkePbZZxEaGoqamhps3boVeXl5eO2110wiveLh4YExY8Zgy5YtmDVrlkbGqkePHqitbe4FQwiBXC6HnZ0dhg4dirlz58Lf3x/V1dVwcXFBbm4uXn/9dUyePBlr1qzRGGfBggWIj48HALz//vugaRofffQRbt26ZVGh0XaPv89Oj81cSCQSuNLWJTTKBNXn79jkCK4+R5GdPSQSR9Yin61peS1RAnbncnYRw9VNDCbf37uxNHw8TKfN1xKrFxpNSUnB+vXrsWLFCuTk5KB///5Yt24dRo0aBbFYjNDQUOzatQvz5s1DZWUlvL29MXHiRCxdulR9jtYZDX27C2pqajB69GjMnz8fsbGxAJTp9dLSUnh6eqKqqgrPPfcc1qxZo7cOw1RK7u+fswNb1XJpzT1UNbEPOsb7d0HuNWWm5HFPGZwa77eJ6nVF5Y95dkX+neZLJc2/qZWavOloacMkXxqfnGueZc4ObTTbuNrG5wqVDfN722H1+favj/s1NagS6U7aV1ULAGjpi6SDulopqqpkaGiwB8BuS+Dte1JUORp/4zJWyb09Zs+ejW+++QYrVqzAzZs34eDggODgYHzxxRdIT083yRgA8Mwzz2DLli1tShc8PT0hkUhw72Grl61btyIoKAg7duzAwoUL8eabb6KyshLu7u6QSqXqljq7d+9u07onJiYGq1evRmZmJrKyshAVFYXc3FwMHz7cauqwANO04eLhFkP7AOo9pwG9CJkektCN2xUPzn99L774Il588UX1/6t28PTt2xeBgYHIy8vTeWyPHj1QWloKmUwGoVCoV8n9/v37SEpKQkpKCubNm6d+3N7eXl1YL5FIMGPGDGzcuFFvgGUqJffV59tG7gM8KZy9S3TutvOUuEKipdlwe3w3gmDMFYJGBTAxWAh7gfZUvbYb2PqhBDHbZKiXK53kvOgukEiY37DZorJhoAT49jEFvrigQG9XCsv7OUBsZ/60vinVyI2x4fVYgp9vy3C6SrlsJ9PhVdxdXbSo7zcjrGaXOXBxcoJE4gKHrnKwrbYQdnXSawsbDP0e3nvvPbz33nt6XzNy5Mg2ki9Mz8Vmi/gvv/yCyMhIjSU9Ffv372+j4eft7Q0A+PTTT9U7rL/55hu89tprEAqF8PX1RVFREfz8/DTONWzYMADK/oqqyaNUyrzHnCXQ1oSdK6xNaNRWUAVWnOpggXmAN8gMYrds4DTAqqqqwuLFizFs2DA4Ozvj6NGjWL58OcaMGaNzia8lnp6eiImJQU5ODqZNm6ZTyV0qlSIpKQkjR45UC4yquHPnDtzc3CASidDQ0IBt27Zp1Gxpo3U7CkMor9N+hfzfozRG7dZ9MzR0N46QNlw7KtyVwvk0IX4vI+jvQVlMGR0ApoTSmBJqw5XtRuDlQOHoWCH+qVYqEQdu1p4ZErWzRljJshe5ULWLkN1hAGynBsvcnD59GkVFRdi8eTPWrVun9TVMNPwAYOrUqZg6dapZ7LQk4a6Ai0i/arml4OMrw7AGHSymRe7/b7DA4I4YpoLTAEskEuHy5cvYtGkT7t69Cw8PDzz//PNYvXo143NkZ2dj2rRpWLFihU4l9w8//BBHjhzBgwcPsH37dgBAWloasrKycPDgQbz77rsaKu9ZWVlmeb8t2V2q/QqJklDQJ4HE1eUS6ExhRi/rmYF2FuwFFPpIgDpd6StA7/UCKPs3ssG4Giz+1gUAo0ePRnl5OdLT0zW0rzozDkIK6xIFeOmgvF09PHNjpR2drB4FoUAIm+Y67cP2XAodx/z+lACLTyiw/ybBJ4NozAznfmLOaYDl7OysdwmQCUxmgVlZWTqDptTUVKSmphplA1sIIZiarz1LJaL17xR0slEdKB7j6CLQXfTe3sYHfycKsyNofHJOAQchMDaA0tuM1xgldz6DpaSkpKTd11y6dAnp6emoqKiAq6srvv76a0RERGi8Jj8/H8nJyWr9LEApUNq1q3G78bhicgiNySE0XvlTjrXnuOt1w8dXhqEwQOSTyTnZQAjw9722B/USU8h/mvOqJw24D/E6IQdu6b+5VdTrPpaLhpU83ENRlE6RVSbSHWsHCXBjkhDXJgrb7RnZw8EIoVHuN4nZDEw0/AAgIiJCQ6fPVoOrlnw4kLtbDyHEpjNYXCrVKACd/W0NxZAarO+0yFrYWeEmCj7A4oBDt3VfUhRF8VkqHq046ZicMZXu8HGk4N6FQoCTbg/t4wCEOiszC3wNlvlQafhNmTIFgFLDr7i4mFHmqyNAUxS+GsrNHZHNLjQeTQgBvrpo2swj22C3SQF8/ndbG9yNV1YxOTYfYBnbKgcA8vLyEB4ejpCQEDz77LNm333z3zL9V9QrfbR/LW9F2/zXxWMEujJYLNoWAgAiJUCYWPtzb0fT6hlyR9bB4hp9Gn6tuXDhAmJjY5GQkKCzYF6FSqNP9dfQYOJ0gwl5LoibVAxbJXBrg8sdkAoCZB42bYDFdkfijlJRm0z5S71pqxShtq4FSwNQpdmnTZuGH374ARkZGW1qslStcoKCglBfX48nnngCmzZtwqRJkyCVSpGRkYH9+/cjPDwcc+bMwfLly7Fy5Uqz2FteR9oVz5wbSWPxibYX8VwdgRdP50BXo2u24rM0ReH3p4RYWaTAPzUEl6qVsiCTQmi8FEHj3l3V69jbWMsXuTOGiYZfbGwsSktLIRaLUVpaiuTkZHTr1g3jx4/Xek5TafS1xnz6cMzUuE1JZdVd3Ku2LiV3JqiU3B884E7Jvb6xEYDxSywaSu5yR7DJ9Wy/pvnaMGc53gtvq+toTmxCyd1YTNEq55dffkF8fDzCw8MBAC+//DKSk5PNFmB55rQ/xXezp/DxQBqv/KUMstztgYvjhZz1U+KxDhyF2svcDWmf5OtIYe0g/Us0fA2W+WCq4ddSDsbPzw8TJ07EgQMHdAZYptLo04Y59OGKJxD0fCg/8qQvhV8t0LnB1c0NzoTAGlTl2WANSu5CETvhYV0InNxwspIgTEyBUOzS3mUNmmHLW7F28Oxm+YCTye/BplMibNLsKlStcpKTkwEA165dQ0BAgPr5wMBA3LhxAwqF7jSooWn4Uilz5zGnjwAHRgvwaSKNs+P44IoHcNYxcTSXQrYhV9xmPbsTeZppqeEHQKeG382bN9W+6P79+8jLy9Or06fS6FP9mSq4MheBzhTITBHITBF+HGmZmiyCzic06mqauMhkS6t9t8owNE+OPj/IcLvOuHOxlaGxJDadwQKMb5Wj7RztYWga/iMGrXFapk4j7IAILwD1QJWenYWmwpraxHTW8fXZIBZ0Qev0vB1NUFt9F3Um9DGq8RWN7Fs5AcDQHXXYPsQ4r2nuVjnWABMNv61bt2L9+vUQCoWQyWRIS0vD9OnTObbcPNhbaIc0IUAjdwoRnGCqwMhUH9vVh2XOVUaWCA7wpNDdgQ+wzIIpWuX4+/vj999/V/9/SUkJfH19QdO6k3uGpOH/c1KO/5xv//Lk+gbC9fjWYAPX4+uywV/ctnWN2I6Cu7vp7ZVIJPByYd8qBwD+KBeiWuiGni7GOT5r+B7MCRMNvzlz5mDOnDmWNKvD06AABu+yreVBYzFVaxtr2xwwN9K6F+Gs27p2YJpm19cqJykpCUePHsXff/8NAFi3bh0mTJigd1y2afhDtxWYf6T9G9WSOJv+OnjMjJcW+SN3M5YeuBixrBCzXYZ/qq3MG1sZTHZAq6ivr0dERATi4+MtaKHleSbQ/NmIn691vuvygYl29xJiPdmiMQEU0npajz3asPk7enZ2NrKzsxEWFoZVq1bhiy++AKBMs//4448AoG6Vs337dkRHRyM6OhrLly8HoFST//zzzzF27FiEhITgxo0bePvtt01qozbNjtZ8PaAOC2Ns/uvgMSNeWpp8e5qxNs9FxOzcq/u1vW6rG4Gp+XLIrW3Ka0UwFRoFlN0oHn30UQtaxw3/O0AA+4elWBSAHSME+HWUAP+OorFlUK1JxviEQwV5W8eUTZ6Zcvk5IQ6PEWjsov5kEI3tIwQQGLLV2YLY9BIhYHyrHADqegdzcbFa//OHxwgQIpRZpY4Hj/WgLYPlZsYaZiYZrC4CYFY4jf6eFB7Pk2vscTx0h+CDUwq8GW2FEsscw3QHNAAcOHAAly5dwrx583Dy5EkOrLUcAc4UzjwrxM6rCsR7UBjaXRm8j/ADqqrkeNqfQp6RGag/9Qg98+jHkqGpV1fgyyECBLlQCHKhIJ2uvBaqqqpspnyAT5lYgGsPdP+g1w6kkeDBB1Y87fOIpO11IjVj01wXHbsWh/tQCHIGPLoA6xMFcLVX3gj3jGobSC04qsC6c52r3oUJTHdAP3jwAK+99hrWr1/P6Ly2JDSqixAxhTeiBOrgqiWZUfwti8vw0BIJaQpA8QQhbk0RIdnftr9vm89gWTsyBcE1HcLwFIDZffjZPQ8zfBwpxHejcKyi2cs9a8YaBBc77edO7kFhXlRb1zHCj8aB0cCQXZqZrFf/UmBcTxqeWpY4OzNMdkBnZmZi9uzZ8PX1xaVLl9o9p+0JjbKzoZcY4EKc1BpQCY3el3InNNrYJIO5w4YtibVwaZLrFA61lmtRGx1KaBRg1pG+pKQE06ZNQ2FhIUJDQ3Hs2DGN50JCQhAZGal+bOvWrQgODjbatjoZwVO7dc/eF/NF7Twseb8/jeE/KQOYIGcgPcx815CuDJZYR+AFAIneNBbHEbx7vHkxQU4ArxwZ4rpRCBUDMe4U7jUq+x4+H0rrPV9HhekO6IMHD+Lnn3/GkiVLUF9fj7t376JPnz44e/as1vPamtCoITZsHqbAhN+b/ap2+d2Oh+rzd2h0gGUX65qhheYLGRyFQHW6EAJaRx+vFljLtdgeNh9gMWmV4+LigmXLlqG6uhqLFi1qcw5XV1cUFRWZ1K7lhXIsPKb/RzDMp/PdWHiM43EfGsUTKJyuIhjuS6Er20aELNBVg6WtFqwlC2NofHBKgZpWy5fHKwiOV2iKkX50RoGiZ4VokCvFEDtLHWLLHdDTpk3TuQP61KlT6n/n5+fj3//+t8YEsTWqHc4dmeeCaST3oEBRgJOIwo0HBHICHLxFMHlfx12OPnJHgXG/OeJ6LXdF+uYSaN3/tABDtCwJ2zo2/Y6YdqSXSCRITEyEo6Nlek8VVpB2gytnERDbrXPcTHhMS4AzhacDaLMGV4CygF5bEX2As/5xKYrCb8nMlr4v1QCOX8kg+UaGsFwZ/r7XGXIRSpjsgObRjrMdBaeHu1x9HSn4O1GYFELjXroQT/Xg1q/2MNNt5u2jClyv5faWbY7Qbog31SGDK8DGM1j6CkVbzwT1UVNTg4SEBMjlcowdOxZZWVkQCHTfIFSFpCpapuH/uq3AoB/1z6ICnIAP+gvMfoPk4TEGmqLwcm8ay4ua3aqzCA/rYPTTz5PG+CAFcq8wD5j+qQFS9shwItWm3RJjmOyAbsljjz2mN3vFo1y+zktqvn5+vqbAU3ssm9UyV+uqvWXcTz4OVTD7bToKmWlvJfeg8FNSx/292/w7Y9MqRxvdu3dHaWkpPD09UVVVheeeew5r1qzB/PnzdR6jq5A0p1iEuSf0Fx9+2b8OY/yUV17LIj5rLtzrTDZwPb412NBy/Bf8gR+LHXC6WnnXWBRZD2k1s62LHzwC5F5hV5B8qQaIzG3Ez/06fqscJvWjhw4dwksvvQQAaGpqQmJiIj766COr7zFoLST70yibTKH0AUF5HSwSbNl38n1LA70obB4mQNBmGWRabsdbhgswpDsFaRMQZGS3B2vHpgMsNq1ydGFvbw9PT08ASuc9Y8YMbNy4UW+Apa2Q9Fq9Hd4o1B+y+zgA06N010dYw82Dt4H78a3BBtX4EgAFqQRHywl8HSiEiJkHTBIATRkEX14gqJMTpPjTcO8CXKoG/ue0HBt1NIa+Wkvjy1te+CDUyQTvxHphUj/at29fHD16FCKRCAqFAuPGjUN2djZeffVVjqy2Pbo7KPvVEULw8UAabx9VINgFKKo0z3iijrnaxZjKeoIeThTKJgvRb4cMJa120Y8LUn5Anu3UcnYEbPpSYNoqRx937txBU5NyRt7Q0IBt27bp7VYPtG2VQwntMH6v9mi9JU/buKYHT+fEQajUuQoRs59tCmkKs3rTmBspQE8XCi52FOI8KHz7uAA+DrqPW3/JDrdruV8SMRdM60cdHBwgEim3czY2NqKurk5vn1Qe3VAUhTl9BKiZJkJhqggX0syTXxBaubq4uQl96Cc8ulK4MkGo0aGkeIJN53RYY/O/VCaFog0NDfDz80NaWhpOnToFPz8/vPXWWwCU26BjYmLQt29fxMbGwtvbW6/quzb+74yC0WzISce2dx6ezgZNUbgxWQQyU/m3ZbjmukqtnML/num4LU2YCo0CSimZ6OhodOvWDS4uLpg1a5bO83YEoVFLEeZK4REzJIoFnTu+wqTg5rCCoigsjReof+eB7WyQ6WjYfDjJpFDU3t4epaWlWo9PTU1FamqqwePfrCVYfILZjcBdR9lEQ0MDVq9ejSVLlnBWW8HbwP341mADV+OPC6Ix9ZoC31xqzlp9ek6OFQk06A4q3cC0fjQwMBBFRUWQSqWYMmUKtm3bprMhvTmERhsaGrBy5Uq89dZbnP4uzGHD3seA1efssOZv052TyJvQAW6tbZgbUosP/9FMOzsJCc4+JUVpLY1DFQL0clZgoES3SKixWPu12Lq0gyJsq8I7MSdOnEBcXByOHz+O2NhYAMBLB+X49DyzACvncQEmh7RNGtbU1EAsFqO6upozDRveBu7HtwYbuBz/4j2C8C0yDdHIiueFcDdjQ2uuuHPnDkJDQ1FZWamuH+3evTsKCgr0ljhs3rwZ3333HXbt2qXxuMo3mUNolOtr0hI2UJ+ZrufUcB/KKnb8GUpjhhByBfCfUwqcqCDo70nh31E0aqX3IRaLUXm3GtW0M1ztATd7y/42be1atPklQq7Zf5NZcBXqAjwT2PFuFDw8piLMldLoNfeUr7xDBlcA8/rRy5cvq2tEGxsbsW3bNkRFRek8b+v6UH63ITMaZgiRHkqhtytwKEWA21OEODBagB0j2G8JXNWPxqJY095af04S4HEv0+2A3PmkAKWT2mbZdj0pgIim0EVI4Z1YAbY/KcSCaIFGXZmQBnq6UBYPrmwRPsAykkTv5ovM1Q7I6NX2onvjERp7nxLCgde94uHRy6p+NH4Z1gB8lIJvBzZybY5ZYVI/mp+fr64RjYmJgZeXF9555x0uze6Q2AkofP2YEOfSRBjgpeybmehNY3QAhYFezX779d5N+Hxwc9Blp+UOGteNwoK+NNJ6UhDbAUl+xvn9dYNojOpBY8djjcAsO6yJ0/xdTAujMMhL/xg3Jgnxah+lTQdHC5ASQMPXkcLdqUIsjaMxK5zGTyMFeDqADwlMScdbKDYjdXV1AIDz58+rH0u3JxCLFahsAFL8aTgLge/L5JA+zDg/7gNMshOi/CJQruO8UqlyH2tRURGcnLjZms7bwP341mAD1+MDgINUCpzZjdOntNsQHh4OBwc9WxBtBCb1oxkZGcjIyGj3XNp8k6mwhmuCSxv+pzvBn/I6vDErHWO3fgWnWicciyW4KlW2jRLRwOE7BCIaSPCgUFioDHYWSJR/APAvB4KfSxVolAMbLjYvH3YRAntGCdAgA/64RbCssHlF5HEf4J0YAcT1FE6caP4M4u4fx0sOXVFQTjDIi8LzjjSEzhTgpzyOEIJ3jsnxy3Xl/78bS+PWBRrpXaDsEV0GnChrfn/JAOAIoAI4UaH7c+js1wFTG1r6J74GiwXfffedels1Dw8PN7SsgeRRwvsmHh7roKV/4gMsFlRUVGDPnj0IDAxE166dQCWNh8cK6SgZLFPC+yYeHuuAz2Dx8PDw8PDw8JgRvqKNh4eHh4eHh8fE8AEWDw8PDw8PD4+J4QMsC7Fnzx7ExcUhJiYGkZGR2LBhAwCl4GBSUhJCQ0MRGRmJgwcPqo+pra3FxIkTERISgrCwMGzbts3g8Xfv3o34+HhERUVhwIABOHnypNnHf/XVVxEYGAiKonDmzBn144aOqVAo8MorryA4OBghISFYt26dQeOvWLECvXr1Ak3TyMvL0zjGlOPrs2HGjBno1asXoqOjMWTIEBQVFVn0M5g+fTqioqIQHR2NhIQE7N271+KfgYoNGzaAoiiN78LUNvDohmvfBFjeP3Htm/TZYCn/xLVv0mdDR/FPIDxmR6FQEIlEQk6ePEkIIaS4uJjY29uTmpoaMn36dLJo0SJCCCFHjhwh/v7+pKmpiRBCyOLFi0l6ejohhJArsrhtoAAABTxJREFUV64QLy8vUlVVxXr8qqoq4u7uTs6dO0cIISQ/P5/06dOHEELMOv7+/fvJ9evXSUBAADl9+rT6cUPH3LBhAxk2bBiRyWSksrKSBAQEkPPnz7Mev6CggPzzzz9k6NChZNeuXRrHmHJ8fTbs3LlT/Z537dpFQkNDzWKDrvHv3r2r/ndhYSFxd3cnCoXCop8BIYRcv36dPProo2TAgAEa34WpbeDRDte+iRBu/BPXvkmfDZbyT1z7Jn02dBT/xAdYFkDlxPbv308IIeTkyZPEx8eHNDQ0EEdHR3Lnzh31axMSEsi+ffsIIYRERESQI0eOqJ9LS0sjX331Fevxjx49Snr37q3xmJOTEzl+/LhFxm994Ro6ZnJyMsnNzVU/l5mZqXaGbMZXoc2BmWN8fTYQQkh5eTmxs7MjcrncbDboG3/fvn2kW7duagdmyc9g1KhRpKCgoM13YS4beDTh2jcRwq1/4to3abNBhaX8E9e+qT0bbNk/8UuEFoCiKOTm5iI1NRUBAQFITEzEhg0bcP/+fSgUCnh4eKhfGxgYiGvXrgEArl27hoCAAK3PsSE0NBTl5eUoKCgAAGzfvh1SqRTFxcUWGb8llZWVBo9pDntaw8X4H374IZKTk0HTtEVtWLBgAYKDg5GamootW7aomw9bavz169ejT58+6N+/f5vnuL4OOgtc+ybAevyTtfsmLmzgyjcBHcM/8QGWBZDJZFi5ciV27tyJq1evYu/evUhPTwcA9UWjgrRSzWj5fOvnmCIWi7F161YsWLAAcXFxyM/PR0REBKRSqUXGb40xY5rDntZYcvycnBzk5uYiOzvb4jasWrUKly9fRm5uLjIzM9HY2NyCw9zjFxcX47PPPsOSJUt0vobr66AzwLVvAqzLP1m7b7KkDVz6JqBj+Cc+wLIARUVFKCsrw6BBgwAACQkJ8PHxwalTpwAA5eXNTXSuXr0Kf39/AIC/vz9KSkq0PseWIUOGID8/H8ePH8f777+vYY8lxlfh7u5u8JjmsKc1lhz/+++/x+LFi/Hbb7/B09OTExsA4IknnsD9+/dx+vRpi41/6NAhlJWVoXfv3ggMDERBQQEyMjLw2WefWcwGHuvwTYB1+Cdr902WtMFafBNg4/6J0eIkj1HcunWLODs7k7///psQQsilS5eIm5sbKS0tJenp6RpFlT169FAXGC5atEijkM7T05NUVlYaZENZWZn631lZWSQ1NZUQQiwyfuu1bUPH/Oqrr8jw4cPVBYz+/v7qwlg246vQVuNgjvG12fD999+TkJAQUlJS0ua15v4MmpqayMWLF9XPHT58mLi5uamLNC31GbSk9XdhLht4NLEG30QId/6Ja9+kzQYVlvJPXPum1jZ0JP/EB1gWYuPGjSQyMpJERUWRRx55hGzatIkQonRwI0aMICEhISQiIoLk5+erj5FKpWT8+PEkODiYhIaGki1bthg8fkZGBunVqxcJDg4mU6ZMUe/SMOf4L7/8MvH19SUCgYB4eXmR4OBgo8aUyWTk5ZdfJkFBQSQoKIh8/PHHBo2/YsUK4uvrS+zs7Ii7uzvx9fVVF7aacnx9NgiFQuLn50f69u2r/quoqLDIZ1BfX08GDhxI+vTpQ6Kiosijjz5K9u7da5bvQN9n0JLWDszUNvDohmvfRIjl/RPXvkmfDZbyT1z7Jl02dCT/xLfK4eHh4eHh4eExMXwNFg8PDw8PDw+PieEDLB4eHh4eHh4eE8MHWDw8PDw8PDw8JoYPsHh4eHh4eHh4TAwfYPHw8PDw8PDwmJj/D5gMfBdCUzWWAAAAAElFTkSuQmCC"
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "step = 30\n",
    "xl = (60*750,60*1400)\n",
    "ranger = xl[1]:step:xl[2]\n",
    " \n",
    "p1 = plot(t[ranger]/60,uus[ranger,1],ylabel=\"Kn\",lw=3, title=\"Kn\", legend=false) # Make a line plot\n",
    "p2 = plot(t[ranger]/60,uus[ranger,6],ylabel=\"Kp\",lw=3, title=\"Kp\", legend=false) # Make a scatter plot\n",
    "p3 = plot(t[ranger]/60,uus[ranger,3],ylabel=\"Fs Yield\",lw=3, title=\"Fs Yield\", legend=false)\n",
    "p4 = plot(t[ranger]/60,uus[ranger,4],ylabel=\"Ci\",lw=3, title=\"Ci\", legend=false,  ylim=(220,330))\n",
    "p5 = plot(t[ranger]/60,uus[ranger,7],ylabel=\"PAR\",lw=3, title=\"PAR\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "p6 = plot(t[ranger]/60,uus[ranger,8],ylabel=\"An\",lw=3, title=\"An\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "p7 = plot(t[ranger]/60,uus[ranger,2],ylabel=\"gs'\",lw=3, title=\"gs\", legend=false)\n",
    "p8 = plot(t[ranger]/60,uus[ranger,5],ylabel=\"PSII yield\",lw=3, title=\"PSII yield\", legend=false)\n",
    " \n",
    "plot(p1,p2,p3,p4,p5,p6,p7,p8,layout=(4,2))\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "step = 30\n",
    "xl = (60*750,60*1400)\n",
    "ranger = xl[1]:step:xl[2]\n",
    " \n",
    "p1 = plot(t[ranger]/60,uus[ranger,1],ylabel=\"Kn\",lw=3, title=\"Kn\", legend=false) # Make a line plot\n",
    "p1 = plot!(t[ranger]/60,uu[ranger,1],ylabel=\"Kn\",lw=3, title=\"Kn\", legend=false) # Make a line plot\n",
    " \n",
    " \n",
    "p2 = plot(t[ranger]/60,uus[ranger,6],ylabel=\"Kp\",lw=3, title=\"Kp\", legend=false) # Make a scatter plot\n",
    "p2 = plot!(t[ranger]/60,uu[ranger,6],ylabel=\"Kp\",lw=3, title=\"Kp\", legend=false) # Make a scatter plot\n",
    " \n",
    " \n",
    "p3 = plot(t[ranger]/60,uus[ranger,3],ylabel=\"Fs Yield\",lw=3, title=\"Fs Yield\", legend=false)\n",
    "p3 = plot!(t[ranger]/60,uu[ranger,3],ylabel=\"Fs Yield\",lw=3, title=\"Fs Yield\", legend=false)\n",
    " \n",
    " \n",
    "p4 = plot(t[ranger]/60,uus[ranger,4],ylabel=\"Ci\",lw=3, title=\"Ci\", legend=false,  ylim=(220,330))\n",
    "p4 = plot!(t[ranger]/60,uu[ranger,4],ylabel=\"Ci\",lw=3, title=\"Ci\", legend=false,  ylim=(220,330))\n",
    "#\n",
    "p5 = plot(t[ranger]/60,uus[ranger,7],ylabel=\"PAR\",lw=3, title=\"PAR\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "p5 = plot!(t[ranger]/60,uu[ranger,7],ylabel=\"PAR\",lw=3, title=\"PAR\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "#\n",
    "p6 = plot(t[ranger]/60,uus[ranger,8],ylabel=\"An\",lw=3, title=\"An\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "p6 = plot!(t[ranger]/60,uu[ranger,8],ylabel=\"An\",lw=3, title=\"An\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "#\n",
    "p7 = plot(t[ranger]/60,uus[ranger,2],ylabel=\"gs'\",lw=3, title=\"gs\", legend=false)\n",
    "p7 = plot!(t[ranger]/60,uu[ranger,2],ylabel=\"gs'\",lw=3, title=\"gs\", legend=false)\n",
    "#\n",
    "p8 = plot(t[ranger]/60,uus[ranger,5],ylabel=\"PSII yield\",lw=3, title=\"PSII yield\", legend=false)\n",
    "p8 = plot!(t[ranger]/60,uu[ranger,5],ylabel=\"PSII yield\",lw=3, title=\"PSII yield\", legend=false)\n",
    " \n",
    " \n",
    "#p2 = plot(t[ranger]/60,uu[ranger,6],ylabel=\"Kp\",lw=3, title=\"Kp\", legend=false) # Make a scatter plot\n",
    "#p3 = plot(t[ranger]/60,uu[ranger,3],ylabel=\"Fs Yield\",lw=3, title=\"Fs Yield\", legend=false)\n",
    "#p4 = plot(t[ranger]/60,uu[ranger,4],ylabel=\"Ci\",lw=3, title=\"Ci\", legend=false,  ylim=(220,330))\n",
    "#p5 = plot(t[ranger]/60,uu[ranger,7],ylabel=\"PAR\",lw=3, title=\"PAR\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "#p6 = plot(t[ranger]/60,uu[ranger,8],ylabel=\"An\",lw=3, title=\"An\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "#p7 = plot(t[ranger]/60,uu[ranger,2],ylabel=\"gs'\",lw=3, title=\"gs\", legend=false)\n",
    "#p8 = plot(t[ranger]/60,uu[ranger,5],ylabel=\"PSII yield\",lw=3, title=\"PSII yield\", legend=false)\n",
    " \n",
    " \n",
    "plot(p1,p2,p3,p4,p5,p6,p7,p8,layout=(4,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9 4001 4500 1500\n",
      "10 4501 5000 1000\n",
      "11 5001 5500 500\n",
      "12 5501 6000 0\n"
     ]
    }
   ],
   "source": [
    "tmax = 6100 # Time in seconds here\n",
    "t = range(1,tmax,step=1)\n",
    "l = leaf_params{Float32}()\n",
    "f = LeafPhotosynthesis.fluxes{Float32}()\n",
    "l.dynamic_state = true\n",
    "#l.gstyp = 1\n",
    "f.cair = 400\n",
    "l.vcmax25 = 90\n",
    "l.jmax25 = 90*1.9\n",
    "uu = zeros(tmax,10)\n",
    "uu[1,2] = 0.07\n",
    "uu[1,1] = 0.5\n",
    "f.APAR = 50\n",
    "l.rdleaf = 0.0\n",
    "apar = zeros(tmax)\n",
    "apar[:].=100\n",
    "for i in 1:8\n",
    "    #println(i,\" \", (i-1)*500+1, \" \", (i)*500, \" \", i*100 )\n",
    "    apar[(i-1)*500+1:(i)*500].=i*150\n",
    "end\n",
    "for i in 9:12\n",
    "    println(i,\" \", (i-1)*500+1, \" \", (i)*500, \" \", 1500-(i-9)*500 )\n",
    "    apar[(i-1)*500+1:(i)*500].=1500-(i-9)*700\n",
    "end\n",
    "#apar[1:500]=0\n",
    "#apar[501:100]=0\n",
    "for c = 2:1:tmax\n",
    "    #println(apar[c])\n",
    "    f.APAR = apar[c] \n",
    "    \n",
    "       l.gs = uu[c-1,2]\n",
    "       l.Kn = uu[c-1,1]\n",
    "\n",
    "       uu[c-1,3]=l.ϕs\n",
    "       uu[c-1,4]=l.Ci\n",
    "       uu[c-1,5]=f.φ\n",
    "       uu[c-1,6]=l.Kp\n",
    "       uu[c-1,8]=f.an\n",
    "       uu[c-1,9]=l.Fm′\n",
    "       uu[c-1,7]=f.APAR\n",
    "       #l.Kp = 4\n",
    "       LeafPhotosynthesis.LeafPhotosynthesis(f,l,298.0,f.APAR)\n",
    "    if (l.Kn_ss-l.Kn) > 0\n",
    "        tau_k = 0.1\n",
    "    else\n",
    "        tau_k = 1\n",
    "    end\n",
    "       uu[c,1] = uu[c-1,1]+(l.Kn_ss-l.Kn)/tau_k*1/60\n",
    "       uu[c,2] = uu[c-1,2]+(l.gs_ss-l.gs)/20*1/60\n",
    "       #println(l.Kn_ss, \" \",  l.Ci, \" \", f.φ)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p1 = plot(t[2:end-1]/60,uu[2:end-1,1],ylabel=\"Kn\",lw=3, title=\"Kn\", legend=false) # Make a line plot\n",
    "p2 = plot(t[2:end-1]/60,uu[2:end-1,6],ylabel=\"Kp\",lw=3, title=\"Kp\", legend=false) # Make a scatter plot\n",
    "p3 = plot(t[2:end-1]/60,uu[2:end-1,3],ylabel=\"Fs Yield\",lw=3, title=\"Fs Yield\", legend=false)\n",
    "p4 = plot(t[2:end-1]/60,uu[2:end-1,4],ylabel=\"Ci\",lw=3, title=\"Ci\", legend=false)\n",
    "p5 = plot(t[2:end-1]/60,uu[2:end-1,7],ylabel=\"PAR\",lw=3, title=\"PAR\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "p6 = plot(t[2:end-1]/60,uu[2:end-1,8],ylabel=\"An\",lw=3, title=\"An\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "p7 = plot(t[2:end-1]/60,uu[2:end-1,9],ylabel=\"Fm'\",lw=3, title=\"Fm'\", legend=false)\n",
    "p8 = plot(t[2:end-1]/60,uu[2:end-1,5],ylabel=\"PSII yield\",lw=3, title=\"PSII yield\", legend=false)\n",
    "\n",
    "plot(p1,p2,p3,p4,p5,p6,p7,p8,layout=(4,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Statistics\n",
    "PAR2 = PAR;\n",
    "# 10 minutes\n",
    "wind = 60*10\n",
    "\n",
    "for i in 1:length(PAR2)\n",
    "    \n",
    "    mini = max(1,i-wind)\n",
    "    maxi = min(length(PAR2),i+wind)\n",
    "    PAR2[i] = mean(PAR[mini:maxi])\n",
    "end\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmax = length(PAR) # Time in seconds here\n",
    "t = range(1,tmax,step=1)\n",
    "l = leaf_params{Float32}()\n",
    "f = LeafPhotosynthesis.fluxes{Float32}()\n",
    "l.dynamic_state = true\n",
    "l.gstyp = 0\n",
    "l.g1=3.5\n",
    "f.cair = 400\n",
    "l.vcmax25 = 90\n",
    "l.jmax25 = 90*1.9\n",
    "uu = zeros(tmax,10)\n",
    "uu[1,2] = 0.07\n",
    "uu[1,1] = 0.5\n",
    "f.APAR = 50\n",
    "l.rdleaf = 0.0\n",
    "\n",
    "#apar[1:500]=0\n",
    "#apar[501:100]=0\n",
    "for c = 2:1:tmax\n",
    "    #println(apar[c])\n",
    "    f.APAR = PAR2[c]*0.5 \n",
    "    f.APAR = max(10,f.APAR)\n",
    "    \n",
    "       l.gs = uu[c-1,2]\n",
    "       l.Kn = uu[c-1,1]\n",
    "\n",
    "       uu[c-1,3]=l.ϕs\n",
    "       uu[c-1,4]=l.Ci\n",
    "       uu[c-1,5]=f.φ\n",
    "       uu[c-1,6]=l.Kp\n",
    "       uu[c-1,8]=f.an\n",
    "       uu[c-1,9]=l.Fm′\n",
    "       uu[c-1,7]=f.APAR\n",
    "       #l.Kp = 4\n",
    "       LeafPhotosynthesis.LeafPhotosynthesis(f,l,298.0,f.APAR)\n",
    "    if (l.Kn_ss-l.Kn) > 0\n",
    "        tau_k = 1\n",
    "    else\n",
    "        tau_k = 1\n",
    "    end\n",
    "       uu[c,1] = uu[c-1,1]+(l.Kn_ss-l.Kn)/tau_k*1/60\n",
    "       uu[c,2] = uu[c-1,2]+(l.gs_ss-l.gs)/20*1/60\n",
    "    #println(l.Kn_ss, \" \",  l.Ci, \" \", f.φ, \" \", l.gs_ss, \" \", f.APAR)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmax = length(PAR) # Time in seconds here\n",
    "t = range(1,tmax,step=1)\n",
    "l = leaf_params{Float32}()\n",
    "f = LeafPhotosynthesis.fluxes{Float32}()\n",
    "l.dynamic_state = false\n",
    "l.g1=3.5\n",
    "l.gstyp = 0\n",
    "f.cair = 400\n",
    "l.vcmax25 = 90\n",
    "l.jmax25 = 90*1.9\n",
    "uus = zeros(tmax,10)\n",
    "uus[1,2] = 0.07\n",
    "uus[1,1] = 0.5\n",
    "f.APAR = 50\n",
    "l.rdleaf = 0.0\n",
    "\n",
    "#apar[1:500]=0\n",
    "#apar[501:100]=0\n",
    "for c = 2:1:tmax\n",
    "    #println(apar[c])\n",
    "    f.APAR = PAR2[c]*0.5 \n",
    "    f.APAR = max(10,f.APAR)\n",
    "    LeafPhotosynthesis.LeafPhotosynthesis(f,l,298.0,f.APAR )\n",
    "    uus[c,2]=l.gs\n",
    "    uus[c,1]=l.Kn_ss\n",
    "\n",
    "    uus[c,3]=l.ϕs\n",
    "    uus[c,4]=l.Ci\n",
    "    uus[c,5]=f.φ\n",
    "    uus[c,6]=l.Kp\n",
    "    uus[c,8]=f.an\n",
    "    uus[c,9]=l.Fm′\n",
    "    uus[c,7]=f.APAR\n",
    "    \n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "step = 30\n",
    "xl = (60*750,60*1400)\n",
    "ranger = xl[1]:step:xl[2]\n",
    " \n",
    "p1 = plot(t[ranger]/60,uus[ranger,1],ylabel=\"Kn\",lw=3, title=\"Kn\", legend=false) # Make a line plot\n",
    "p1 = plot!(t[ranger]/60,uu[ranger,1],ylabel=\"Kn\",lw=3, title=\"Kn\", legend=false) # Make a line plot\n",
    " \n",
    " \n",
    "p2 = plot(t[ranger]/60,uus[ranger,6],ylabel=\"Kp\",lw=3, title=\"Kp\", legend=false) # Make a scatter plot\n",
    "p2 = plot!(t[ranger]/60,uu[ranger,6],ylabel=\"Kp\",lw=3, title=\"Kp\", legend=false) # Make a scatter plot\n",
    " \n",
    " \n",
    "p3 = plot(t[ranger]/60,uus[ranger,3],ylabel=\"Fs Yield\",lw=3, title=\"Fs Yield\", legend=false)\n",
    "p3 = plot!(t[ranger]/60,uu[ranger,3],ylabel=\"Fs Yield\",lw=3, title=\"Fs Yield\", legend=false)\n",
    " \n",
    " \n",
    "p4 = plot(t[ranger]/60,uus[ranger,4],ylabel=\"Ci\",lw=3, title=\"Ci\", legend=false,  ylim=(220,330))\n",
    "p4 = plot!(t[ranger]/60,uu[ranger,4],ylabel=\"Ci\",lw=3, title=\"Ci\", legend=false,  ylim=(220,330))\n",
    "#\n",
    "p5 = plot(t[ranger]/60,uus[ranger,7],ylabel=\"PAR\",lw=3, title=\"PAR\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "p5 = plot!(t[ranger]/60,uu[ranger,7],ylabel=\"PAR\",lw=3, title=\"PAR\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "#\n",
    "p6 = plot(t[ranger]/60,uus[ranger,8],ylabel=\"An\",lw=3, title=\"An\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "p6 = plot!(t[ranger]/60,uu[ranger,8],ylabel=\"An\",lw=3, title=\"An\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "#\n",
    "p7 = plot(t[ranger]/60,uus[ranger,2],ylabel=\"gs'\",lw=3, title=\"gs\", legend=false)\n",
    "p7 = plot!(t[ranger]/60,uu[ranger,2],ylabel=\"gs'\",lw=3, title=\"gs\", legend=false)\n",
    "#\n",
    "p8 = plot(t[ranger]/60,uus[ranger,5],ylabel=\"PSII yield\",lw=3, title=\"PSII yield\", legend=false)\n",
    "p8 = plot!(t[ranger]/60,uu[ranger,5],ylabel=\"PSII yield\",lw=3, title=\"PSII yield\", legend=false)\n",
    " \n",
    " \n",
    "#p2 = plot(t[ranger]/60,uu[ranger,6],ylabel=\"Kp\",lw=3, title=\"Kp\", legend=false) # Make a scatter plot\n",
    "#p3 = plot(t[ranger]/60,uu[ranger,3],ylabel=\"Fs Yield\",lw=3, title=\"Fs Yield\", legend=false)\n",
    "#p4 = plot(t[ranger]/60,uu[ranger,4],ylabel=\"Ci\",lw=3, title=\"Ci\", legend=false,  ylim=(220,330))\n",
    "#p5 = plot(t[ranger]/60,uu[ranger,7],ylabel=\"PAR\",lw=3, title=\"PAR\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "#p6 = plot(t[ranger]/60,uu[ranger,8],ylabel=\"An\",lw=3, title=\"An\", legend=false)# Four histograms each with 10 points? Why not!\n",
    "#p7 = plot(t[ranger]/60,uu[ranger,2],ylabel=\"gs'\",lw=3, title=\"gs\", legend=false)\n",
    "#p8 = plot(t[ranger]/60,uu[ranger,5],ylabel=\"PSII yield\",lw=3, title=\"PSII yield\", legend=false)\n",
    " \n",
    " \n",
    "plot(p1,p2,p3,p4,p5,p6,p7,p8,layout=(4,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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